{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [],
   "source": [
    "male=pd.read_excel(r'C:\\Users\\61402\\OneDrive - UNSW\\Desktop\\资料\\拉钩\\阶段五 python\\模块五 matplotlib\\matplotlib作业\\体测分数_男生.xls')\n",
    "female=pd.read_excel(r'C:\\Users\\61402\\OneDrive - UNSW\\Desktop\\资料\\拉钩\\阶段五 python\\模块五 matplotlib\\matplotlib作业\\体测分数_女生.xls')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "男1000米3类分箱饼图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '男1000米跑等级')"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = ['yellowgreen', 'gold', 'lightskyblue']\n",
    "running_m=pd.cut(x=male['男1000米跑分数'],\n",
    "                 bins=[0,60,80,90],\n",
    "                 right=False,\n",
    "                 labels=['差','中','优'])\n",
    "running_m=pd.DataFrame(running_m)\n",
    "running_m=running_m.groupby('男1000米跑分数')['男1000米跑分数'].count()\n",
    "plt.rcParams['font.sans-serif']='Kaiti'\n",
    "plt.rcParams['font.size']=18\n",
    "plt.pie(x=running_m,\n",
    "        labels=['差','中','优'],\n",
    "       shadow=True,\n",
    "        colors=colors,\n",
    "       autopct='%0.2f%%')\n",
    "plt.title('男1000米跑等级')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "男引体3类分箱饼图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '男引体等级')"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "yinti_m=pd.cut(x=male['男引体分数'],\n",
    "                 bins=[0,60,80,90],\n",
    "                 right=False,\n",
    "                 labels=['差','中','优'])\n",
    "yinti_m=pd.DataFrame(yinti_m)\n",
    "yinti_m=yinti_m.groupby('男引体分数')['男引体分数'].count()\n",
    "plt.rcParams['font.sans-serif']='Kaiti'\n",
    "plt.rcParams['font.size']=18\n",
    "plt.pie(x=yinti_m,\n",
    "        labels=['差','中','优'],\n",
    "       shadow=True,\n",
    "        colors=colors,\n",
    "       autopct='%0.2f%%')\n",
    "plt.title('男引体等级')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "女800米跑直方图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '女800米跑等级')"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "running_f=female['女800米跑分数'],\n",
    "colors = [ 'lightcoral']\n",
    "plt.rcParams['font.sans-serif']='Kaiti'\n",
    "plt.rcParams['font.size']=18\n",
    "plt.hist(x=running_f,\n",
    "        bins=4,\n",
    "        color=colors)\n",
    "plt.title('女800米跑等级')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "女跳远直方图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '女跳远等级')"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAEUCAYAAADDdzb+AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/d3fzzAAAACXBIWXMAAAsTAAALEwEAmpwYAAAbDklEQVR4nO3dfZxdVX3v8c8XEiY8BBKY4SrCLW0QRXkQDE+3lxKtKKU8XK9Q6ksuEOEGoVhauTwIUgil0IgIghIKElBRAaVCVIII2vAKpWiwNmoRE0oQJIEhkRDyQID87h9rHTg5zGT2SWbOJHt936/XeZ2ctdfZZ60zme/ZZ6219ygiMDOzsmwy3A0wM7POc/ibmRXI4W9mViCHv5lZgRz+ZmYFcvibbcAk+XfUhoT/Y9kGRdLXJE0c7nZ0kqRxkk6StHlL+UhggaSThqlpVmMOf9vQbAJMk/SnQ/UCkqa0E6iSjpB0vKTN+tk+UtKHJH1O0sfWoUmHAV8E9mkpfw+wPfDHks6VdIekz1Zo7/aSviXprevQFiuEw982NC8Dq4D/WNcdSNpF0mWSLpA0to8qK4EvSBpRcZcLgWnAt5peY3NJn5L0HeA54GpgS+DJNtu6I3Au8CPgXElzJZ0iaRvgJuCvgHuAZcA/AzdU2O1o4GjgygFee7SkPdppr9VH1f/8Zp3SDfwwIp5v50mS3g9cBDwD/BLYjBSqjwPfkPRx4CDgU7nOf0TEq1X2HRE/zUNRRzSVrZD0PeCnwGkRsaCd9uY2jwHuAm4EHiN9ACwFVpCC/yzg00AAJ0fE3Iq7/hPSB9LZ/bzubsAxpA+W7SVNjYjT2m2/bdzkyzvYhkTSo8CVEXF9m8/bElgAvD0inpX0YeDSiNgtb98X+Anwx8AuwJERcbSkTYFZwMSI+PV6tv1twH7A3sCLwLURsbyfujsAfwd8CXiB9CFyBfBPwA7A73M/xpCGhB6MiKkV2/FvwD9GxJ2S9gJ+BXyONIw0ltTfHwPb5tc7IyKuXocu20bMR/62wcgTnH8EzMiPDwS2iIj7B3puRCyTdDfwh8CzwH8jBWrDb/P9f5HCf3F+/GHgANKR8N9XaGMX6dvJ9sA7gD1JYb8XaRj1iXx7jDQM1Gf4pybHJ5r2uwfp9/F9wM3Au3OlF4DjBmpX034OARZExJ256FbgF8AZwP7AN4C/joiZkk4G/tnBXyaHv21I9gYej4in8uMdgG9L2p909PoHwH8nherPIuKJlufPAM6WtJI0d/CDPOn5LGkeAeAlUki/JKkb+DxrOfLNSy1PAj4O/CNp/P9s0vDMGOAV0lDSg8AHIuJnVTraPEyUX+NV0ofKKGAb4AJJ7wbeBnwzIj4z0D7zt5jzgRPy4z8lfRheHBELJC0GNge2y085BphUpb1WPw5/G1aSRpFCrwf4KLBY0jnAjsD4XO0HpKBt9pqkj0fEV5vKvgs8D3wG+N858M4khfOxuc6rwEjSpO+NwOkRMb2fto0nDcW8k3Sk/4cRcRfwkbz9TOD4iHhU0hJgq3Xo/3uByfk9eB5YQvqg+jfgDtLY/dMV9rM18G3SZO/x+RvKscCHI2JGrvZ20gfhnflb1S8ioq0JaqsPh791lKT3kYYeRpCO4F8EHgXmkYY8ppGO8h8AtiCF4RHAatJR8bb5tg3wu+Z9R8Ri4PuSLst1FkTEFZKWAmpUA7pIR/P/AHyvv7ZGxGzgYEknkOYErmqpMp60AgdSYD/axlvReI1HgMMhrSAifbv5ECmk3wLsQZqUfRvpW8B2pG8fZ0XEL5p2tT3pG801pLmN84FzmoIf4EDguxGxWtLhwB6Sjga+ExGvtdt227h5wtc6TtI4YHfg4YhYmMtGAv8O7BkRq3PZLNKY9OcH2N+7SOPiV0TEIkkPAreThohui4ifSPoTYCYpIM8kHQW/lzS0dEFE3LiW/Z8PjImIs5rKtgLmA++JiKcl/RfwrohYmbd/CLg3Wn7B8kqbK0kfQF2kbyHLSN9EXgJ6Sd8AVpOGmj4D/IY0jLU61x8N/CYi+vxGIOmTwIqI+HJTmXJ7T4iIf8ll04CJwOER8f3++m/15CN/67iIeJy0BLPZIaRJ2BHAqjxWfwBwYoVdPgmcDtyfby+TjvRvBzaRdGPe79KIiHyEPQf4JHAxaWin3/AHHiENSTU7B7ipKYA35Y3hJEgnbC3Ir/O6PER0Amko6UngydYPiAZJJ+Z29wJbk4Zp+j1Cz0M/55PG8v81f8u6hzTp+z/yvk6VNCd/S1oAPOLgL5PD3zYU95IC7oF85L4t6ZvBvIGemFf6PEwa0gF4DbiTtMLnWtL4+dOklTmQQvqViFhFOrHqkgptu7DxQNIE0rLJY5vq/A44TNIPScM1RwG7ko6sW9v7LPCspJ2AU/JE7QjSnMF2pJVKb83vwUXAotynnwCnrqWdn8+vNx34CnBf44NF0iTSiWjfA76el8Luk+tZgRz+tkHIJ1zdms+Y/SfSipXZknaPiF9W2MUc0qQxpOGRTUhj8ldExFxJ15CGfSB9SLx+dntEvARp7X1EPNNH21ZLmp/rjCUdtR/VGJ7KLgG+RgpsSEtKBwrWhaST0XYjDf08RPqQeiZvuwu4vmnZ5kAuBj4fEf+Z27qppN1Jk9yHkCa3fy/py6TJ5P9JXhlk5XH424amG/ggMBXYF/i5pKuA8yPi5bU87xfAu/MR7TjSxPENwDclbQf8JfD+XPdFWlYP5dUx/weYkh/vBZxMCvpxwBJJ04H/BH5ICu3GEA8RcbekHtIH0IqIeHGgjkbEK8DVeTz+N8BzEXFHU5vU75P73t9v8/P2IM2BbEr6NvB14LyI+H2uelfu5/0R8Vw7r2H14fC3DYakXUlr9b8VEWfka+9cSZqg3V/SByNiRctz3k4K6YNJHxZ3AidFxMy8XaShn680rY55HPgbSVOaxtsPzc9vmEdavTMTuCsHdSNYjwdulPQb0qqkn5MuF/EUaZVOW/I8xAWkyd3mC7dtxhurlNYqn9x1HOloHmBSRNyf9/s78pxGXlr7FdI3pffkIa8L+pt3sBqLCN98G9YbKeBOIoXyR/vYfhFpqOb/9bFtG9LE7l3AO/vYfg3wZWCTprLRpJD+Sd7+JdIwywqgq2KbR5ImVu8hDasEacL656QPhJmkM4zn5PZvVmGf72h5/FPgIxXbMza/DzcDW+Wyiblss/z4INKlHc4mDXvtR1qiei+wy3D/P/Ctszcv9bRhlY9YjyFdEuGLEbG0n3pTgRcj4pw29n0QKQhn9LFtZ9Lk6dtJQfgMcEdUuJREH/t6K/mEKtJE8KvAbOA7pKWmv+//2W/a1+6kid9nSUNZJ0bEt9ehTe8C9o6Ir+fHh5A+KH/Q/B5LOgW4jvTh9WPSN4Tbo+JF72zj5fC3YSWpK9Y+lt9cd2Tk4Ze6yuc73MAbE7HvjIjHhvg1DyfNhzxP+sCZ4fCvP4e/2QYmz1M8CPw8fKllGyIOf7MNkKQtop/LQZsNBoe/mVmB/GcczcwKtFGs8+/u7o6dd955uJthZrZReeSRR56PiJ6+tm0U4b/zzjsze/bs4W6GmdlGRVK/f6/Bwz5mZgVy+JuZFcjhb2ZWIIe/mVmBHP5mZgVy+JuZFcjhb2ZWIIe/mVmBHP5mZgXaKM7wNduQLZk8ebibsFHZ5sILh7sJho/8zcyK1Hb4S5okKVrKJkiaLWm5pAckjevjeQPWMTOzzmgr/CW9BZjSUrYv6Y9YdwHnkf4W6N2SutqpY2ZmndPukf81pD8C3exy4AXg4Ii4CjgM2BqY1GYdMzPrkMrhL+kI4CPAtKayscBBwE0RsRggIpYBtwJHVa1jZmadVSn8JY0GrgWmArOaNu2W9zGr5SlzgL3aqGNmZh1U9cj/UtI4/bkt5WPy/fyW8l6gW9KoinXMzKyDBgx/SQcApwGnRMTS1s35fnlL+cp8P7pinb5ed1JeHTS7t7d3oGaamVkb1hr+kkYCNwDfiIgZfVRpBLhayhuPuyrWeZOIuD4ixkfE+J6ePv8EpZmZraOBjvzPAnYCLpHULakb2Aog//v5XG+nlud15/ulwMIKdczMrIMGurzDB0lLO3/dx7Ze4CFgBXAgMLNp2z7AiohYImnFQHXWse1mZraOBjryPxM4pOV2ed52CPBJ4F5gYmPiNg8VHUsO+ohYNVAdMzPrrLUe+UfEI61lknbM2+7Lj6eQlnHeJmkqaXJ4J+D0pqdVqWNmZh2y3lf1jIiHJJ0AXAccCawGLo6I6e3UMTOzzmk7/CPiZuDmlrJbJM0A9gPmRsS8Pp43YB0zM+uMQbuef0QsAvpaDtpWHTMzG3q+nr+ZWYEc/mZmBXL4m5kVyOFvZlYgh7+ZWYEc/mZmBXL4m5kVyOFvZlYgh7+ZWYEc/mZmBXL4m5kVyOFvZlYgh7+ZWYEc/mZmBXL4m5kVyOFvZlYgh7+ZWYEc/mZmBXL4m5kVyOFvZlYgh7+ZWYEc/mZmBXL4m5kVyOFvZlYgh7+ZWYEc/mZmBXL4m5kVyOFvZlYgh7+ZWYEc/mZmBXL4m5kVyOFvZlYgh7+ZWYEc/mZmBWor/CVtJmmcpG2GqkFmZjb0Koe/pLOBRcA84HlJN0rqato+QdJsScslPSBpXB/7GLCOmZkNvUrhL+kY4FLgM8BewIXAROBv8/Z9gXuALuA8IIC7Wz4cBqxjZmadUfXIfzJwdUR8ISLmRMSlwI+Aw/P2y4EXgIMj4irgMGBrYFLTPqrUMTOzDhgw/CVtCpxJCu9mq4DVksYCBwE3RcRigIhYBtwKHJX3MWAdMzPrnAHDPyJei4gZEbGgUSZpd+D9wL3Abnk/s1qeOoc0RETFOmZm1iHtrvZ5t6QvAw8D95O+DYzJm+e3VO8FuiWNqlin9bUm5cnh2b29ve0008zMBtDuOv+xwJ7AFsCrwEhAedvylror8/3oinXWEBHXR8T4iBjf09PTZjPNzGxt2gr/iJgVEfsBE4BDgCt4I8DVUr3xuKtiHTMz65B1OsM3ImYC3wSOBhbm4p1aqnXn+6UV65iZWYdUWe3TLWmKpO1bNi0GRgBzgRXAgS3b9wFWRMSSinXMzKxDqhz5vwh8gnRiFvD68s8/Ax6OiFWkVT8TGxO3kkYCxwIzAarUMTOzzqmy1HMVcAlwhqRbJJ0K3A3sSjr5C2AKsAtwm6RDgTtIQzxTm3ZVpY6ZmXXAiIr1Pkcatvlr0klZ/w68PyIeBIiIhySdAFwHHAmsBi6OiOmNHVSpY2ZmnVEp/CMigC/mW391bpE0A9gPmBsR89aljpmZDb2qR/6VRMQiYMb61jEzs6HlP+ZiZlYgh7+ZWYEc/mZmBXL4m5kVyOFvZlYgh7+ZWYEc/mZmBXL4m5kVyOFvZlYgh7+ZWYEc/mZmBXL4m5kVyOFvZlYgh7+ZWYEc/mZmBXL4m5kVyOFvZlYgh7+ZWYEc/mZmBXL4m5kVyOFvZlYgh7+ZWYEc/mZmBXL4m5kVyOFvZlYgh7+ZWYEc/mZmBXL4m5kVyOFvZlYgh7+ZWYEc/mZmBXL4m5kVyOFvZlYgh7+ZWYEc/mZmBaoU/pI2kXSBpKckvSLpaUmnttSZIGm2pOWSHpA0ro/9DFjHzMyGXtUj/4vy7T7gNGAucK2kYwAk7QvcA3QB5wEB3C2pq7GDKnXMzKwzBgx/ST3A2cCnImJiRNwA/BnwLHBSrnY58AJwcERcBRwGbA1MatpVlTpmZtYBVY78twQmA19qFETESmAe0CNpLHAQcFNELM7blwG3AkcBVKljZmadM2D4R8T8iLgsIl5tlEkaCewB/ArYLe9nVstT5wB75X9XqWNmZh2yrqt9TiYN2XwVGJPL5rfU6QW6JY2qWGcNkiblyeHZvb2969hMMzPrS9vhL6mbNPn744i4D1DetLyl6sp8P7pinTVExPURMT4ixvf09LTbTDMzW4t1OfKfSpoHaEzUNgJcLfUaj7sq1jEzsw5pK/wlTQKOBk6PiHm5eGG+36mlene+X1qxjpmZdUjl8Je0P3A1MC0ibm7aNBdYARzY8pR9gBURsaRiHTMz65CqZ/juAnwX+CXwV83bImIVcC8wsTFxm1cDHQvMrFrHzMw6p+qR/9eAHuAO4GhJxzVuefsUYBfgNkmH5no7keYHaKOOmZl1wIiBKkjaDjggP7y0jyq3RMRDkk4ArgOOBFYDF0fE9EalKnXMzKwzBgz/iFjEm1fp9FXvFkkzgP2AuU0Twm3VMTOzoTdg+Lcjf1DMWN86ZmY2tHw9fzOzAjn8zcwK5PA3MyuQw9/MrEAOfzOzAjn8zcwK5PA3MyuQw9/MrEAOfzOzAjn8zcwK5PA3MyuQw9/MrEAOfzOzAjn8zcwK5PA3MyuQw9/MrECD+sdczMwGsmTy5OFuwkZlmwsvHJL9+sjfzKxADn8zswI5/M3MCuTwNzMrkMPfzKxADn8zswI5/M3MCuTwNzMrkMPfzKxADn8zswI5/M3MCuTwNzMrkMPfzKxADn8zswI5/M3MCuTwNzMrkMPfzKxADn8zswK1Ff6SeiQ9JWlCH9smSJotabmkBySNW5c6ZmY29CqHv6TNgduBHfvYti9wD9AFnAcEcLekrnbqmJlZZ1QKf0nbAfcDu/ZT5XLgBeDgiLgKOAzYGpjUZh0zM+uAqkf+xwGvAke2bpA0FjgIuCkiFgNExDLgVuCoqnXMzKxzqob/dOB9wKI+tu2W9zOrpXwOsFcbdczMrEMqhX9EPBERr/WzeUy+n99S3gt0SxpVsc4aJE3Kk8Oze3t7qzTTzMwqGoylnsr3y1vKV+b70RXrrCEiro+I8RExvqenZxCaaWZmDYMR/o0AV0t543FXxTpmZtYhgxH+C/P9Ti3l3fl+acU6ZmbWIYMR/nOBFcCBLeX7ACsiYknFOmZm1iHrHf4RsQq4F5jYmLiVNBI4FphZtY6ZmXXOYF3bZwqwC3CbpEOBO0hDPFPbrGNmZh0wYjB2EhEPSToBuI50Ithq4OKImN5OHTMz64y2wj8i5vPmFTuNbbdImgHsB8yNiHnrUsfMzIbeoBz5N0TEImDG+tYxM7Oh5ev5m5kVyOFvZlYgh7+ZWYEc/mZmBXL4m5kVyOFvZlYgh7+ZWYEc/mZmBXL4m5kVyOFvZlYgh7+ZWYEc/mZmBXL4m5kVyOFvZlYgh7+ZWYEc/mZmBXL4m5kVyOFvZlYgh7+ZWYEc/mZmBXL4m5kVyOFvZlYgh7+ZWYEc/mZmBXL4m5kVyOFvZlYgh7+ZWYEc/mZmBXL4m5kVyOFvZlagEcPdgKG2ZPLk4W7CRmebCy8c7iaY2RDzkb+ZWYEc/mZmBXL4m5kVqOPhL2mCpNmSlkt6QNK4TrfBzKx0HZ3wlbQvcA8wFzgP+DBwt6Q9I+LlTrbF+udJcrP66/SR/+XAC8DBEXEVcBiwNTCpw+0wMytax8Jf0ljgIOCmiFgMEBHLgFuBozrVDjMz6+yR/2759Wa1lM8B9upgO8zMitfJ8B+T7+e3lPcC3ZJGdbAtZmZF6+SEr/L98pbylfl+dNO/kTSJN+YCXpL02Dq+bjfw/Do+d2PlPpfBfS7BRRetT5//oL8NnQz/RrCrpbzxuKu5MCKuB65f3xeVNDsixq/vfjYm7nMZ3OcyDFWfOznsszDf79RS3p3vl3awLWZmRetk+M8FVgAHtpTvA6yIiCUdbIuZWdE6Fv4RsQq4F5jYmNyVNBI4Fpg5hC+93kNHGyH3uQzucxmGpM+KiKHYb98vJh1IWur5PWAqcBpwBHBUREzvWEPMzArX0fAHkHQccB2wJbAauCQifAF5M7MO6nj4A0jaDtgPmBsR8zreADOzwg3LJZ0jYlFEzBjq4K/zFUQlbSLpAklPSXpF0tOSTm2pU+f+T5IULWW17S+ApEMlhaS/aCmvTb8lbSHpBkkLJC2T9LO69ldST/79ndDHtgH7uL7vQ22v5990BdEu0hVEg3QF0a61PnHjcVG+3UeaO5kLXCvpGKh3/yW9BZjSUlbb/kIKReBa4EcRcXtTed36/QXgSOBK4EzSyU23SToC6tNfSZsDtwM79rFtwD4OyvsQEbW8Af9COrdg2/x4S2AB8Mnhbtsg9K2HdNLcGU1lo3J/7ymg/98izRdFCT/v3J/PAquA3VrKa9NvYCTwMnBiU9kmwOPArXXpL7Ad8K/A73JoT2j3ZzoY70Mtj/wLuILolsBk4EuNgohYCcwDeurc/3wE+BFgWlNZbfsLIGlP4G+BKyPi0abyuvV7W2Azmi4BExGrgVeBl2vU3+NIfTqydUOVPg7W+1DL8KfmVxCNiPkRcVlEvNooy+dM7AH8ipr2X9Jo0tDHVNbsWy37CyBJpHXeLwGzJB2WF0xAzfodEc+S/v+eL+kdkkZLOgfYFfgO9envdOB9wKI+tlXp46C8D3UN/zH5fn5LeZ2vIHoy6Q/jfJX69v9S0tfkc1vKx+T7+S3lG3t/AY4H9if1cRpwB/CkpI9Rz34fThoW+TXwInAZaXjzTmrS34h4IiJe62fzmHw/v6W8uY9V6gyoruFf5QqitSGpmzT5++OIuI8a9l/SAaSJ7VMiovU6ULXrL7x+1P93wCvAn0dED7A9cBfwFWDvXLVO/f4bYAfg+8DXSH/579OS9qOmP+cWVfo4KO9DXcO/rSuI1sBU0jxA4xLYtep/HtK6AfhGRMzoo0qt+tvkHcAfAV+NiLsB8gffqaTf3f+V69Wi35L2Bs4APhoRh0fE8cA7gWXATdT359ysSh8H5X2oa/gXcwXR/HcPjgZOjzfOm6hb/88i9eUSSd35m85W8Pq3nsa1zuvS34Zt8/0a176KiBdJX/GfzkV16fcEYHFE3NYoiIjnSEOZ7+KN0KtLf/tS5Xd3UH6/6xr+RVxBVNL+wNXAtIi4uWlT3fr/QWAb0jhwb75dk7f1kr751Km/DQvyfevJbCNIHwwLqVe/BYzIw13Ntsj386hXf/tS5Xd3cH6/h3vN6xCupb0TeAwYFW+sIf4tMGO42zZI/dsFeA6Y3ehjXfsPvBf4QMvts6RQ/EDeXpv+tvR9PnBXS9nHc9+PqlO/SUt4Azi8qWwH4BnStxzVrL870/c6/wH7OBjvw7C/AUP4xh4IvEaaHDuUtLwqgCOHu22D1L+Hcn8+TVo3/PqtkP6fyJonedWyv8DHSCe0TQc+AVxFOtnrYdI399r0mzRv9dvcnweBH5HG+wP4v3X7Oa8l/Afs42C8D8P+Bgzxm3scaX105Ddq8nC3aZD6tV3uU5+3uvc/922N8K9zf0mXPX8AWEKa3/g6sH0d+02a4P42aQ38K8ATpKW9qlt/+wv/qn1c3/dhWK7q2UmlX0G0tP6X1t+G0vpdQn+r9HF93ofah7+Zmb1ZXVf7mJnZWjj8zcwK5PA3MyuQw9/MrEAOfzOzAjn8zcwK9P8BpMcEovev9tYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "running_f=female['女跳远分数'],\n",
    "colors = [ 'lightcoral']\n",
    "plt.rcParams['font.sans-serif']='Kaiti'\n",
    "plt.rcParams['font.size']=18\n",
    "plt.hist(x=running_f,\n",
    "        bins=4,\n",
    "        color=colors)\n",
    "plt.title('女跳远等级')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "嵌套饼图统计男女生体重指数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0xc9c2280>"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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NSmhoqAvU5Gbnzp3BzzzzTEJubq7xn3/+CT/ppJPK3e/PzMw0RkVFOYcPH24ZPny4ZcWKFSEzZ85MGzBgwOFVdBdccEGp+33Z2dmmpKQkB8Bvv/0Wlp6eXnbeeeeVWa1Wodfrlfz8fIP7SscuXbo4srKyDE8++aTm7+T5558/8MgjjyQ99thjQSEhIa45c+Y0WGqiqYSiyJ9zktSIYNSempqEaRTQn9auw6Y4wVWmPpyl4Cqt8+dyQAFhUB+4fa33z2GgjwNDPIh6iye3lDLgb+A34HfgH9Q5WpIUkFavXt3PYDB837t374rQ0FCv/9f/+OOP0JSUFHtNTxTApk2bgu68884ur7322oH6Cm06nU68Tcpu7FxrePHFF+OCgoJcM2fOLN6/f7+hoKDAULN67qSTTur1zjvvZNZ9f6CWQfj555/DJk2aVFHT9vLLL8f269fPWt+EeYDPPvss8uyzzy4DWLFiRYjNZhMnnnhi1TPPPBN/3333pWRlZW2o6XFqSVVVVcE7d+4MdzgcE0eOHLmtoWtlIiVJWgLoDYynNmkaQkv13rqsYN9b/dhT/fUAuErAWVadLFUnTK6KRp/uqOjCQR+vJlb6BDAkgqGLl0dnEJ5F75rBhppM/Y6aXP2FmmxJUkBoSiIV6AoLC/Xeqo23hqVLl0ZMmTLFo/erJRxJIiWH9iRJHaY7GZgInIE6r6n57Fl1kqQ9YKtJmvaAI5s2M9rlqlAf9n2NXKgHY3cIGgCmAerXoAFg6g+60CN5RRMwrvpxJ+AC1lPbY/U7UO9EW0mS2j5fJVEArZVEHSmZSEkdkQAGoiZNE4ETgCPvclEcYN0EllVg+RfMq8C2BRRry0brd06w71IfLKnTLsCYWptcmeokWPrIpjyxDnWe2XDghuq27cB3wBfAn+qLS5IktV0ykZI6imjgVNTEaSKQfER3Ky6wba9OmlaB+V+wrgOlQ/beV1PU3iz7Pqj8VnvKkAIhYyBkPISeAEFDQTRpSlnf6seNqKsEv0JNqn4GAi1DlSQpAMhESgpkXYCLgKnAcajFLpvGkQ1Vv9X2NlnWVE/wlprEcRDKD0L5Z+qxLgpCxqpJVcgJEHwM6IIae5YEYEb1oxz4BjWp+q76WJICjb9/Jze4z5/knb//0SSppYUDZwGXAqegDuM1TrFD1R9Q+b36sHrsOiAdDVcpVH6nPgBEMASPrk2sQsaCPqKhZ4gALqh+WIEfUZOqJchCoVJgMNBwHTdfWI9Mpo6YTKSkQGBATZouBaYDTZsBbc+Eiu/UxKnqF9nj5EuKBcy/qQ8A9BA8HMLOhIjpEDysobuDgMnVDxfqJPX3gY+AepdRS5IUWKqqqoROpyM4ONivK3hatw6OJLUegTpJeT5wAPgeuJiGkiiXBSp+gNybYE8/2J0GubOg4iuZRPmdUx1CLXwI9g2H3T0g7xa1l1BpsESMDrVA6BtANvAy/v9UL0kdRlVVlfj11181P3eLi4t1y5cvr/dncU5Ojv633347fP6CCy5IXbZsWZO3x7JareKtt96KGTx48IBTTjnF74WQZSIltTcpwO3ARmANcBOQVO/VzjIoeQsOnAk7Y+HgRCh+Vp04LrVd9r1QNB/2nwC7ukDONVDxvToEW78IYBawDlgJXIU61CtJUivZu3evacKECf2KiooO5xMPPvhg0lVXXdX9n3/+8bot1rJlyyKuuuqqw2VmoqOjnWVlZU2aw/rjjz+G3XXXXUnz589PWrJkya4///yz3o2bfUUO7UntgUDtdbgFmERj854UB1T+AKXvQ8USUMwNXi61cc5cKHlNfeiiIHwShE+H8DNAV++H2NHVj2eAhcBrqAmWJLUbi7ecjcVR0irPHWyI5twBnx3183z++edRc+bMyY6NjXWVlZXp5s6dmwywc+fOzfVVW//www9jH3nkkYM1x/Hx8fZOnTo5QN1/r6FK5SeffHJlWlqa/auvvor9559/QhctWhSza9euoP379wcZDAbliSeeODh27Fif/tCXiZTUlhmB84CbgRGNXm3+F8reh7KPwCnrOgYkVymULVIfIgTCJkL0lercKu/lFWp6qWahVlV/DfgYaOWy8ZJ09CyOklZLpFqCxWIRixYtiv/rr7+2bdiwIejaa6/t9vHHH++96KKLuteXRP3xxx+hTqdTnHvuuaUbNmwI2rRpU/DKlSvD//nnn3Cr1SqioqKcTz/9dFbv3r1toA7jPfLII51yc3ONUVFRzrCwMFeXLl1sMTExjtGjR1dNmTKlLCYmxqnX63E4HBgMvk9rZCIltUXRwNXA9TRW78meCaUfqAmUrcEq/lKgUcxQ8YX6MHSF6Ksg6iowptR3R91eqveBp4E9PopWkgLO/Pnz49PS0iwxMTGumJgYa1pamq1r164Oo9GofPHFF5HPP/98p+uuuy7vnHPOObwV1AMPPNC5X79+FrvdLn7//fcwh8Mhfvnll+jZs2fnvPDCC1nurxEUFKQ8/PDDuU6nky+++CLSbDbr7Ha7sNls4s8//wxdsWJF+OrVq8O++eabXV27dvXLikM5R0pqS7oDzwEHgSeoL4lylkLJG5B5IuzuDgV3yySqo3McgIIH1AUEBzOg4uuGJqlHALOBHcA7qAVAJUk6Atu3bzetXbs2rEuXLvbMzEwjgF6vV1544YW47Oxs0+LFi2NeeeWV/XWTqKeeeip+7ty5ebt27QoKCgpSrrvuuqJ169aFnnnmmUUjR46sfP755+Pqez29Xs/8+fMThw0bZu7fv78FICQkRJk8eXKpy+US9W327AsykZLaguOAT4FdqL1Q3ie+2HZDzhzYlQw5M6uXzreRfeukNsIJFUvh4BQ1qSp4EOwH67tYD1wGbAU+BAb5KEhJatcsFov44IMPYt5+++3MiIgIp8Oh5jAOh0PMnTu3cOHChXucTif9+vWz1dyzcuXKkL59+1qnTp1aHhsb6wD49ddfQ0NDQ13HHHNM5dChQy3btm0LXrhwYXR9r3vNNdfkr1ixIrSiokIXFxfnmDZtWtmff/4Zfscdd2T7Y0ivhhzak/xFB0wD/gsc2+CVVX9A0dPqxHEaXAovSbVqeqkKHlYnpkdfA2FngPCYuyGoLfb5BfAI6opQSfKrYEN0m3xuvV6vPPTQQ7kAJSUl+piYGKfL5aKqqkq3Y8cOU3Jysr2goMCwZcsW04ABA2wAY8aMOTwB3OVyiZycHP17770X9+qrrx6YN29epxUrVoSec845JZdddln33bt3m+65554893lW5513XunMmTO7OhyOirKyMv2CBQtiTSaT66KLLipp9ptpATKRknxNoO519yhqHSjvFCeUf6ougbf846vYpIDkVIf6Kr5W51LF3gDR19a34m969eNb4GHgb19GKkl1tcSqutZgNNbu8V5QUGCMiopyrVu3Lvjff/8N//DDD6Pvv//+vHnz5h2aO3du1x9//HH333//HVJ3JV1RUZFhyZIlkS+++OLBZ555JuHjjz+OGzJkSFWvXr2s77777t5HHnmk88GDB03z588/FBERcfjTc0hIiLJw4cL9WVlZho8++ijOarXq+vTpY9Xp/Du4JhMpyZfGoyZQ4+q9wlkGpW9A8fPqRHJJakmOA5B3KxQ+DjE3Qcwc0Ed6u/LM6sdPqD1Uv/oyTElqL/bs2ROk1+t5//33Y0eOHFlx+eWXFw8ZMqTfHXfckX3yySeXX3rppd06d+5sr0mk9u3bZ7RYLLqrr766GOC2227Lz87ONl5zzTUFNUOB6enpu+p7vXfffTc6MzPTpNfrlTPPPLOsd+/eft/MXM6RknxhJGrl8V+pL4my71crWe/uqn6VSZTUmpwF6iKF3WmQfz84i+u78lTgf8BvqHP5JEmq5nA4sFqtOoDZs2cXLFy4MDM1NdX+66+/7hg3blzlPffck+dwOMQzzzzTpaysTAfqKrwBAwZo6jzt37/f1Ng2Ly6Xi9zcXH2fPn2sPXv2tFZWVurffvvt2Kuuuqrbqaee2vO8885Lzc7O9kvnkOyRklpTGmoP1EX1XmHdCgUPqcN4cq9Myddcxeq2NMXPQPRsiL0FDAnerjwB+Au1uOcdgMcybUnqaAwGA08++eQBgJq6TwDV5RBcAB9++GHmmWeeWVozIb1z586OV199VbMCZOrUqSWNrbq7++67k3JycoyDBg0y9+3b1/rWW2/tS0hIcISFhbnKysr0JSUlutjYWGeLv8kmEIoiVz1JLS4auBO4AXWDWU/2fWpPQNlC5ARyqc0Qoeqk9Lj/gqFzfVdVAo+h7vNo8VlsUpu3evXqfgaD4fvevXtXhIaGNuf/hr87N+Sn2WpVVVXBO3fuDHc4HBNHjhzZYH0dObQntSQTMBe1jMFteEuiHDmQcx3s6Qtl7yGTKKlNUarU3qnd3dX/p/b93q4KQ+1p3YI6Mb3hLYskqekcfn5IzSATKamlpKNuJPw84FlUzVkCeXfA7p5Q8jIoNo9LJKnNUKzq/9PdvSD3JrUIrKfuwOfAj8gaVJLUYclESjpascBbwM9AH4+zih2KnoM9vaDoCfUTvyS1G3Yofhb29FY3TfZeLf0UYD3wIur3gyRJHYhMpKTmqiliuBW4wusV5Z/BngGQdyM4C30YmiS1MGc+5FwD+0ZB1e/ertAB1wE7Ubef8fdcF0mSfEQmUlJzdAO+Rt1Wo5PHWfM/kDkOss4Be73lQCSp/bGuhf3jIev8+uZPxQIvoVZGH+XT2KRAYPDzQ2oG+RcnHQk9MAd1oq1nWWhnGeTfASWvIvfAkwJa+Sfqnn5xt0PsbaALcb9iMGpV9EdQv1/svg5RancMwFA/x7AeOen8iMkeKamphqDW0XkWb0lU+ZewdwCUvIJMoqQOQTGre/nt6Qdln3i7Qg/cD6wABvgyNElqD8rLy3WbN2/2XiKnHZGJlNSYENSaOauB0R5nHdmQdTZkTQeHrFEodUCO/XDofMg8ESzrvV0xEnWo71bU5EqSOrSKigrhcDgQQihjxowZUFRUpPvtt99Cp0yZ0t1ub3+dtzKRkhoyDtiAWlzTcxi4eAHs6Q/ln/s6Lklqe8y/qZPRCx4AxWN0JAj4P2A50MPXoUmSrxQVFem++OKLyAceeCBx7969Rm/XFBYWGsaMGdPXaDQyZMiQCiEEb7zxRvyNN96YV3dD5PZCzpGSvNGjJk8P4i3Ztm6HnJlg9rp6SZI6MAcUPAgVX0Pn9yDIY0TvBNQPJ7cAryHHwaWG7Omv7gvZGvTx0GNrizzVzz//HPbhhx/GbNy4MbSqqko/ZsyY8nHjxlUkJCR4fKLIysoypKam2p944omDmzdvDrLb7brnnnsuYeDAgealS5dG3X777SmXX355wZw5c9rNUm+5RYzkLhF1P7FTPc4odih8HAofVQsWSpJUPxEM8Q9D7M0gvHb+/wBchdy3L2Ac5RYxnpPNdya0biLVO9+99agmm2/YsCHoiiuuSFu9evX2+q4544wzeowbN64iMTHR3qNHD1uvXr2s5eXl+uDgYFdqaqp95MiR/eLi4hyfffbZnpr9+vzhSLaIkT1SUl3pwAdAkscZ8wrIngm2zT4PSpLaJcUC+f+FiiXQ+R0weYzoTQA2oW6r9AGyd0pq5xISEpxGo7He/8erVq0Krqio0N999915N910U5f8/HzDunXrQv7999/Qf/75J2LNmjVbf/vttx1RUVHtau8wOUdKAnUo70FFUX7CPYlSnJB/j1oXSiZRknTkzL/D3iFQ/Kq3s9HA+8B7eFsNK0lt3BdffBF50UUXdas5rqqq0l133XXJQ4cO7ffBBx9E1b02LS3N/s477+wDGDJkiFmv15OQkOCIjo52LliwYF9kZKSrvSVRIBMpCboAPwH3CSG0m6/as2B/ujqUJzcXlqTmUyohdxYcmKh+X3m6BLXulOc2S5LUho0dO7Zyy5YtoTXHkZGRzptvvjlvzZo12y6++GLNJpUJCQnOnj172gEuvfTS4oyMjNL58+cnvfDCC1kJCQmOtWvXBvs6/pYgh/Y6tgmKorwvhEjwOFPxHWT/p/XG5yWpI6r8AfYOgsQXIOoS97ODgFXA5cAXvg5NaoP08W3+uRMTE52xsbGH51V17tzZXpMs1eexxx5LsFqtuvDwcGdxcbFhwYIFsQC33npr6pYtWzalpaW1qxoIMpHqmAzAw8Ad7p1QKA7IvwuKnkJO2ZCkVuAqgexLoeJLSHoT9JrRj0jgc+BJ4G5klemOrYVW1bW2mJiYw/9PTSaTZvjC6XSi12vLpx06dMj03//+Ny81NdX+ySefxM2ePbsI4NFHH03u1q1bu0qiQCZSHVEK8BFwvMcZ+344dIE6sVySpNZV/plawDP5Mwge4n72NuAY4DxAdgtLbVJZWZlu7969xpycHOO8efMS9uzZE/T7779Hnnjiib0qKir0BQUFxsrKSv3pp59esmjRosya+3bv3h2UkpJiBzAajS6LxSLmzZvXyel0Cp2u/c04kolUxzJCUZSvhRCdPc6UL4Hsy8FV7PuoJKmjsu+CzGMh6VWI+o/72ZNRh/qmotaekqQ2wel0Mnfu3OQDBw6Y+vTpY7n00ksL+/bta7nwwgtLXn311YPuPVDubr311tyaayIiIlzBwcFKWlqa7YYbbsj2RfwtTSZSHcckRVE+FkJoVwYpNsi7HYqf9U9UktTRKWbIvkztCU58DoSp7tk01L36/gN85o/wJMmdXq/n5Zdfbnb9s1NOOaWy5s+9evWyAFxxxRXt9lO8TKQ6htmKorwghFtVQNtedY8wyyo/hSVJ0mElr4JlNSR/DsaUumdCgU9R5zU+gFxCG6gcqAUx/R2DT9122215vn7Nltb+BiOlI6FzuVxPAy95JFFV/4N9I2USJUltiWWVul9f1V/ezt6L2isl600FLoefHz6Xmpra7iaXu5OJVOAKddhtn+t0ups9zpS+DwcmyPlQktQWOXPhwMlQ8qa3s9OAH4FYn8YkSVK9ZCIVmBLtduvvBqNpqseZggfV+lCKzQ9hSZLUJIoNcmZA7ly1JInWccCvqMV0JUnyMzlHKvD0dzhsy4zGIM0kCxQ7ZM+Asvf8FJYkSUes+EWwbobkT0Gv6YQaBPwBnA7s8ktsUmvw9+9kWbesGfz9jya1rJOdTsdXBoMpQtPqLIGss6BquX+ikiSp+aqWQ+YJ0HUZGJPrnumOmkxNwP+TlKWjZwCG+jmG9chk6ojJob0A4XK5LnG5XMv0eoM2ibLvg8yxMomSpPbMtgX2Hw+2He5nElGH+U7wfVCSdPQcDgfl5eXtOhdp18FLKrvdOkMI8Z5Op9P2MJr/gX1jwNY+thmQJKkB9kzIHAeWNe5nooBlwGTfByV1dE8//XT8oUOHjnh0y+l08tlnn0WOGjWq38iRI/uZzWbR+F1tk0yk2rnKipJrDQbTa8J907zyz2H/SeBs9yU6JEmq4cyH/Ser5Uu0goEvgUt9HZLUsW3evDnk999/P1ySo6CgQP/TTz+F3XzzzV3OOuustNLSUo88Y8WKFSEPP/xw4k033dTtzTff3Ldt27YtISEh7XZzVzlHqh0ryD84Ny4++TmPJKroGci7FVm3T5ICkKsMDkyELh9DhGZhrh54D7U0wnN+iU1qUa9vsVPlbJ3nDtXDzAHGo36eTp062bt06WIHWLNmTfAFF1zQY/r06UU33nhj3qhRowZ42ztv9OjR5s6dOzs+/PDDuC1btgQvXbo0aufOnUH79u0Lcjqd4s4778yeOnVq+VEH5yMykWqnDmRuvTWlW78nPZKogkeh4B4/RSVJkk8oVsg6Gzq/AVGXu599FogD7gfa7ad8CaqcYG7DU78LCwv1e/bsCZo3b15St27dDowYMcIyffr0osjISJfFYtGNGzeuLCIiwgXwxBNPJOzatSsoMjLSGRYW5urcubM9LCzMNWzYMPPpp59eHhcX5zQYDDidTtx/rbV1cmivHdq+5e97ZRIlSR2dE7KvhKKnvZ28F3jIxwFJHcyqVatCXC6XmDVrVn5qaqrdarWKrVu3hkycOLFsxowZqRMmTCirufb222/Pf/311w+eeOKJFX379rUEBQUpiqLw119/hT311FOd+vXrN3DNmjXBer0eb71YbZnskWpntmz8/YH+g8bdJ5OoQKVX91kzpIKhC+giQB8BIlz9sy68+lHnz+jUAo6Ktfqrtz9b1PlyjuzqR4761ZmP7LRozxR1GN+RD50edz95D1AKPOX7uKSOID4+3uFyuViwYEFCRUWFrqSkRP/MM88c7N69u338+PFlV111VZH7PYsWLYq94IILigYPHmwRQuBwOLjkkkuKFi5cGN+9e/d2WSlaJlLtiEyiAoQxDYy9wZjq+TCkgND7LhbFAY7c6qQqWy2XYd1U/dgMrlLfxSI1X9ET4CyEpAWg3Vbz/4AS4A2/xCUFnL179xpnzZrVNTw83HXsscdWuFwuccMNN+T26dPHVlJSosvJyTH88MMPEevXrw+dPXt2ymuvvXaw7v1z5szJX7ZsWURUVJQzPDzceeGFF5YsXLgwZvbs2bkxMTHtcmKvTKTaCZlEtUcCjL0geAQEj6z+OgL0Mf4OrJYwqEUetYUea9kPVCdVG2sTLNtWtYdLaltK3wAUdd6U1mtAGfCJz2OSjkpoK36mau5zd+/e3f7NN9/seeyxxzr17t3bWl5erv/qq6+iTzrppPJdu3YFbdmyJeShhx7KjoqKcn766aceP+zGjRtX9cYbb8Rt3749uKqqSvfmm2/G5uXlGe+7777co31P/iITqXZAJlHthCEZQk+qTppGQtBwdViuPTN2VR/hZ9S2KU6wroOqP8D8u/rV2W5/BgaW0jdBHwWdNPOmBLAQKAe+80tcUrO0xKq61uByufjmm2+iFUVh9erVYQ8//PCh4cOHW3bu3Glau3Zt6J49e0zLly+POPbYYyu93f/OO+8cyM3N1S9evDgGICkpyV4zKb09kolUG7dh7fK7Bw87SSZRbZEIhdDxEHY6hE2AoAEt99yuSrDvB2cxKBXgqgBXefVXtz/jBGGqfgTV/pnqr7ogEGFgSAJDZ/Wh7+Q+BHQE71tfmyxyg9pm2wmVP0PVz2oVfWdhC/1FSEesaD7ooiH+3rqtRuAz1O1kfvdHWFLguPnmm5PvvffeQ5MmTapYsmSJ+fHHH0+cMWNGwWmnnVYZFxfncDgc3HjjjfndunWze7t/yZIlEatXrw61Wq26E088sbJv375WX7+HliQTqTZs+Y8LZ45Pv+BBmUS1FQKChlYnTqdDyDg1SWkOZwnY96rVqu37qr9WPxyZPkhE9GDoBPrOtcmVoQsE9YegQWDqC+IIPg2bequPmGvVY8taqPgOyj8F69rWeQtS/QruA300xMyt2xoCfA2cDHiUR5ekpti0aVPQWWedVXzyySdXAWRkZJSfdNJJlbfeemuXu+66K+Xss88uSk5OdgwcONBrclRYWKjv0qWL3Ww2W3788ceoDz/8MCY3N9eYn59vCA0Ndc2bNy9rwIAB7WrSuVAUuWKnLVr0zgNnnXPh7R+YgkKCNSdkEuVjBghLh4jzIXyymnwcKUcOWFarW3vUfHUcaPlQW5QRTH3UpKruw9jjyHuybHvUhKr8U7Csap1wJS8EdH4XojyKnReg7s23zfcxBbbVq1f3MxgM3/fu3bsiNDT0SCcStvtNi//888+Qm266qduqVavCIyIinD179rRMnDix5MYbb8xPTEx0zp8/P37NmjWhgwYNMvfr18+Smppq79y5sz08PNxVUVGhKyoq0nfr1s0eHh7u98SkqqoqeOfOneEOh2PiyJEjG/xekYlUG/TkQ+efMuumVz6NiIiN1pwoegbybvZPUB2KgNAT1eQp4hwwxDf9VmcxVP1enTCtBusadUVcoBBh6pBe6Di1Ry5krDonp6nsmVD+mZpUmf9Gll5obXpI/hQiprmfyALGAft8HVEgO8pECvw/StQi5T937Nhhqqys1A0aNMhiNLbNeV6NOZJEyt//aJKbuVcNPu7ex75+1yOJKv+8etsXqdWY+kLkfyDqEjB2a9o9igPMK6Bymfqw/EtAb82jVIL5N/UBgK56uDMdQk9R54zpwuq/35gKsTerD3sWlH8ExQvAvtMn4Xc8Tjh0AaR8A2Gn1D2RDPyI2jOV45fQJG/acB3zpuvTp0+7Gpo7WjKRakMumBI94rH5y9/slJiqXYtu/gcOXUJA/4L2FxECkZdA9FUQMqZp99h21iZOVf9T9z7rsFzqHCjr2uoK20b17zF8stqbZ+pZ/63GZIi9RX1U/gTFL0PFEqCVNhfrqBQrZE2Drj9CyLF1z/QCvgJOBGQ9C0lqJplItREZ6aLn/fO+eaFH7+H9NSdse+HgFFDMfoosQBm6QPRsiL6maUN35n+g/GMo/xLse1o9vPbLDuY/1Ef+HRA0TE2oIs9V51zVJ+xU9WHPgtLXoeR1cBzyWdQBz1UBB86Ebr9C8OC6Z0YDrwBXIsdZJalZZCLVBmSki06zb3r16ZFjzhyrOeEsgYOT1K09pJYRPBJiboTI8xtflWbZAGWLoPwTdYWddOSs69RHwT3qZPWIc9RH0EDv1xuTIf4BiLsHKr6C4leg6hfk7/gW4CqGA6dD6p9g6lH3zOXAWuB5v8QlSe2cTKT8LCNdRJx38d2PnD5pZobmhGKHrLPUKtLSUdJDxFSIuUmdJN0QRw6UfQCl74F1g2/C6yhqKqMXPACm/hB1BURfCfo4z2uFASLOVh+WjVD4oDpPUCZUR8eZAwczIO3v6n0aD5sPbAJ+8U9gUjV//04OiDlavubvf7QOLSNdmNInXHb7+f+593KdTqetFZU9Qy1sKB0FA0TPgLjb1f3tGlLxHRS/BJXfI+fo+IBtK+TfBgX3QsS5EDMbQo7zfm3wYHXlmWUjFD6krvqTCVXz2TbDof9Ayud1W/WoW8gcA8juV/9o9+UPOqpmljaWjlZGutANGZ4+8+o5z99gNAZpx5gKHoSy9/wUWSAQEHkh9NgKSa/Un0S5qqD4VdgzAA6eCZXfIJMoH1OsULYQMsfC3mHqCj5XhfdrgwdD8mLovkEdHkR4v05qXMUXUPCQe2sc8CXQwLJLSWp5O3fuNDmd7fdnr0yk/CQkNOKMObe8fntoWKSmf53S99WhD6l5ws6EtDXQZRGYenm/xn4Q8u6AXV0hd5YcPm0rrOsh91rYlQw5c8C6xft1QYPqJFTnIhOqZip4AMq/cm8dAryN/EuVWlFmZqam82D+/PkJ5513XpqfwjlqMpHyg4x0cexNd7x3R1KXHl01J6p+hZwZfoqqnQs5Hrr9Bl2/geBh3q8x/wNZF8Lu7lD0BLiKfBqi1ESuMih5CfYOgqxz1CE9b4IGQfInakIVdrpvYwwICmRf6i1hPRe4ww8BSe3I448/nvDII490OvbYY/tccsklmsJ7BQUF+hdeeCGurKxMk2NkZGR0v+uuu5KmTJnS8+67706qae/Vq5c1NTXV5nA4+Pjjj4+gwm/bIOdI+VhGuug35awbZh87bpp21rNtLxycDkqHqmN29IIGQ8Jjat2i+phXQP5das0nqR1Rqqugfw4R0yHufgge4nlZ0CDo+gOUf6FW/rfv83mk7ZarHA5OhbR/QB9T98yjwAbgG/8EJgGUv/QSSlVVqzy3CA0l4rrrmn3/qlWrwl588cWDYWFhrvz8fMOCBQtiCwoKDOvWrQtNSkqyL1y4MF6n0ynXXXfd4U+sQggefvjhHCEEgwcPNi9fvjz0hBNOqBJCEBcX53juuefiv/3226gzzzyzPCIiot0UTpQ9Uj6UkS6Su/cadvmlVz1ytuaEYoND56vLk6Wm0YVDp/mQtrb+JMq6SV2hlDlWJlHtmqImU/uGQdbZalkKbyKmQ/ctEHcfiGDv10ie7Lvg0IWgaOaoCGAR0Nc/QUkASlVVqz6ORmhoqCsvL09vs9nEwIEDzUuWLImeNWtWQVVVle65557L6tu3r7luEgVgMpmURx99tFNZWZk+NTXVVlhYaLj00ktTAYqKivTFxcX6ZcuW7W5PSRTIRMpnMtJFtMFguuj2+z4+PzgkPFRzMu92uZnrkQjPUH9hxt4EQu953rYXDl0Ke4dCxVLfxye1kiYkVLoQSHhQ/f8RnuF5XvKu8gfIv9O9NRK18nmE7wOS2jqXy8WPP/4YUVxcrDcajUpoaKgrOjraZTAYlPvvvz+xb9++HlWkLRaLuO+++/I6d+5sCw4OVsaOHVul1+uVd999N37ZsmXReXl5xn379rW7zflkIuUDGenCAJx3y90LJ3VJ6ZOmOVn+FRQ/64+w2h9DMiR/BilfgbGr53lHrjpJeW8/dSWY3FInQNVJqLKvAIeXgrWm7ur/k5Rvwdjb5xG2S0X/B6WL3Fv7Ak/7IRqpjauqqtLNnDmzqEuXLnan0ylMJpNr5syZXUeNGlU5ffr00nffffeA+z02m013yy23dN6xY0cwQJcuXRzvvvvu/ssuu6xg5syZec8++2xWXl6eYdu2bSbfv6Pmk3OkfOPUiVOuPX7s+LNP1LTa96u/CKRG6NQ6Q/GPgj7S87TLAoWPQdF8dVNdqYNQoPQdddue+Ach5jrPHsrwM9TNegsehsJ5yPIWjciZAUH9IHhE3daZwNLqhyQBUFFRoX/mmWcSzGaziIyMdHbu3Nn+1FNPZbtfV1xcrIuJiXEBREdHO55++unsu+++O2n58uXhixYtiikrK9Nv3bo1xGg0ujZu3Bii0+mIiIhwenuutkomUq0sI13065o64JTLr3niLCHqdAAqDnVXdjkvqmFBQyHpNQgZ7f185U+Qcy3Yd/s2LqntcJVA3g1Q+gYkvgCh2s8rCBMkPAzhk9QhX/suv4TZLihmdaVk2nrQa0b03gAGA3K/Kh8SoaGNX+Sn5w4ODnY98MADuc8991ycxWLRWSwWncvlQqfTDnQtXrw46oorrii22+3CaDQqoA7xjRw5sio1NdXerVs3+7PPPhsfEhLimjVrVrtcSi0TqVaUkS6idXrD9Dsf/Oys0FC3elH5d6uryaR6CIi9DRIeUbcLcefIh7yb1O1cJAnAuhH2nwQRF0Cnp9R9++oKORa6r1NX9pW85o8I2wf7Xsi7ETq/Wbe1E/AaMB1ZVt5njmZVXWvauHFj0IABA8wADodD6HQ6Bg8ebJ43b16nO+64I0+vV3uG9+7da3znnXfiR44cad64cWPweeedV7xv3z5jYWGhoaKiQpeWlmYHdTVfUFBQu/1/JedItZKMdKEHzrnpjndPTenWT7NDKBXfqvMRJO/0iepy9k6Pe0+iSt6APf1kEiV5V/6ROk+u8Em157cuXRgkLYCUper/M8m70re8FeucCsi5CBKvvfZa/PXXX1/w7rvvRn/44YdxJpNJmTlzZlFubq6hZ8+eg9LS0gbFxsYOHTJkyECXyyUMBoOyc+fO4IyMjPLs7GzDp59+Gt+tWzd7zfPpdDqlpreqPZKJVOs55ZSJl4894eQLTta02rMg+zLkh7p6hJ0O3ddD2Gme56xbIXM85MyUxTSlhrkqIP92yDwebDs8z4dPhu4bIXyq72NrL3JmepvI/xzQw8vVUgfx77//Bo8dO7YiOTnZcf7555cWFRUZjj/++EqdTsfzzz9/aN++fZs2bty4Zf/+/RvKy8vX/f333ztCQkKUe+65JxfguOOOM//888/bBg8ebK15ToPBoAQFBbXb1UEykWoFGemiT3h4zPgrrvm/qZrNiBWnWq/FWeDH6NoqIyQ8ofZEGdx6ChSnui/YvmFg/t0v0UntlOUf2Dscil/xPGdIgJQvIelNEHJ7OQ/OfG87LYQD76Fucix1QIMHD7ZeeOGFpQDBwcHK8uXLdwwaNMha95qIiAhXeHj44d6CPn362EJCQg4fjxkzRlMaITIy0pWcnGynnZJzpFpYRrqIBKZff9tbJ0ZGxcdqThbcLxMBb4zdoctH3ieU2w/CoYvB/Jvv45ICg1IFubPVmmKd3wJDkvZ89JUQPAqypqnzg6RaFUuh5HWInlm39Xjgv8Dj/gkqYDmA9W0ghga5z2VKTU096gTo7LPPLg0NDW23wzSyR6oFZaQLHXDO6OOmpI0+bspYzUnziurl15JGxDlqdXJvSVT5ErWopkyipJZQ+R3sHazWoHIXPATSVkFouu/jauvybgabx6rYh4Dhfogm0Dn8/PCL9pxEQYAmUkKIUCFETz+89MkGgzH16utfyNDp9bV/t4oNsmciC0S6ibsPkheD3m2PSpcVcq+HrKlyLpTUspwFalX07MvBWaY9p49Th5ZjrvdLaG2WqwKy/+O+hYwRWAjIvXi0XICiKIpo9EqpTVOUw7ldo7+4AyqREkKECCH0qDO51wohIoUQo4QQi4Twtvyr5WSki57ACddc/9LoTompXTQnC58A2+bWfPn2RQRB5/fVrTzc2XZA5rFQ/ILv45I6jtJ3Yd8IsLp9XwoDJD4Hnd9W/59KKvNfUOgxkjcAeMwP0bRlOYqi2CsrK1uvAJTkEzabzaQoigNotNijqJN1tWlCiEhgDGpRuI8VRcnyck1n4BMgHfgWOAuYByxUFOXv1ootI10EAdf16T+m62PP/G+OyRRcm7RZt6mTpBVrvfd3KPp4SP4CQsd5nit9F3Kuk9XJJd/RhatJfcQ0z3PmlZA1HRztpsByKzNC2t/uVc8VYCSw1j8xtT2rV6++x2g0zkpKSrKFhYVVCSHaxy9Z6TCXyyUOHjwYV1VV9bWiKFePHDmywV6pNp1ICSGOBc5DHYsPA/4A/gS+VRTF7HZtJ0VR8oQQxwElwKuoG26agc7AScAbiqK819JxZqSLSUKIY559be2l3XsO1S4NzhwvJ5jXMPWFlG/A5DbqqjjVAoDFL/olLKmjExB/v/pwZz8EWWeBZaXvw2qLTP0hbQ3oNCN6fwHjkDVdAFi9erUOuEuv1/9HCGEE5DBf+6O4XK58l8s1feTIkR6dNu7adCJVQwjRB3hLURQv3RiHr1kM/AbkApnVjzDACmSjJmB5wMWKopS3VGwZ6aIrcOXFVzw0+PxL7z1bc7LkNci5pqVeqn0LTVc3HNZHa9ud5XDofHUisCT5U/h06PKe2ktVl6tK7ZmqXOafuNqauLsg4VH31v8A7/shmjZr9erVEagf4gNqCk0H4QD2jxw50taUi9tLIhUPfKIoitclNUKIQcBTiqJMFEI8iJowWYFRwAnAaNT3WtGScWWkCwNwTWJS927Pvb52bmhYVMjhk45s2NMfXKUt+ZLtU9RVkPQKCKO23b4fDk5Wt/aQpLYgaBAkfwUmt5qTig0OXQTln/knrrZEBEH3TWDqVbc1F+gDlHm/SZICV5vNlIUQpwkhXq3TFCaEmCeE+FsIkeF2eRZQUzluI+oW7wWoQ3xXKYpS2dJJVLXjgYQbbn97giaJAsidK5MogNhbofMbnkmUeRXsGyOTKKltsW6Cfceom2HXJUzQ5WOIutwvYbUpihVyb3RvTQTu830wkuR/bTaRAlYDQ+sclwAvAWMVRVlS90JFUYoVRTlYffgF8ANwG3AXUCSE6NfSwWWkiwRg/MQp13YfNPTEoZqT5V/JT64AsbdDJy97CpZ/BvtPBGeO72OSpMa4iuDAGVDqtpej0Kur+WR5BKj8Biq+dm+9AXUlnyR1KG02kVIUpQjIr9OUpSjKQUVR6p09L4SYA9wInA7EAxehDuv9K4ToUt99RyojXQhgSnBwmOnCy+7X9o45yyC3be7Y7VNxd6ubDrsrfByyzgXtWgFJamMckH2p961lEp+DuHt9H1Jbk3ujWvOtlgF4Hjm5Wupg2mwiVa1uNUbNd6wQwlvsXYBFiqIsALIVRVmoKMpC1ISsJdcwjwS6XXHt/x0TE5sUrTmTfyc4Gp3kH9ji74eERzzbc29W/37k4h6pXVDUrWU86ydBwkPQ6Wnfh9SW2HdD0VPuraeglp2RpA6jTSZSQogwIURfoIsQ4jrgTuA0IcS3Qog/hBA7gUNCiAVut/ZGnfQIYBNCmIQQtwAGpYVm1VfvpXdafKduwSeeevFJmpPmf6DEyyfYjiT+IYh/wLM993oofsbn4UjSUcu/E/Lu8GyPvRkSX/Vs70gKHwP7AffW+YAsSCl1GG1q0+LqXqbHgFRgG/AOsAt13tN/GxrWq/Z0nWvKFEWxCSEyadnNNc8AgmbMnn9KaGiktvRx3s106N6W+Ech/i7P9pzroORl38cjSS2l6Al18UjiS1C3MzzmGnVT5Lyb/RebP9W89+TFdVu7AXcgJ59LHUS7KH/QHEKIeYqi3NmSz5mRLvoD5/ftf2z0vGd/nWswmmp/opZ/BlnntOTLtS8Jj0Pc7Z7tOddCiXvHoSS1U5EXQ+d31K1k6ip4AAq8bHnUUXT9CcJOqdtiBQYCHrsdS1KgaZNDey3k+ZZ8sox0YQLOBLh0xmNTNEmUYvfe9d9RxNzkmUQpLsieIZMoKbCUfaB+YFIc2vb4ByDmRn9E1DbkXu/+dxIEdPBJZFJHEbCJlKIoLb1B1lgg4thx09KGDD9ZW62v+GWw72rhl2snIs6BxPnaNsUFOVdB6Zv+iUmSWlPFV5D9H/X/eV2Jz0DkJf6Jyd9sW6DY47PrVNSFOZIU0AI2kWpJGekiArX4JudcdOcEzUlnCRQ+7Ieo2oCQ49UNX93lXAml7/g8HEnymbIP1RV97jq/BWGn+z6etqDgQXDku7d62cBQkgKLTKSa5mTAePJpl/bv0290kuZM4ePgLPRPVP5k6gMpX7lvXqoOcZa+65+YJMmXShZAntuQtjCqe0oGd8COGFcZFHkU4J2C7JWSApxMpBqRkS4SgeFCCKaff+upmpOObCh+wT+B+ZO+E6R8B/o4bXvxq+rqJknqKIqehCK3oW1dOKR8C8Y0v4TkV8Uve+uVkqv3pIAmE6nGnQaICZOvHpnWY0is5kzBI+ry345EhELKUs9NXSu+htw5/olJkvwp71Z1qK8uQydI/gJEiPd7ApVS6a1IZwYwwg/RSJJPyESqARnpoifQS6fTi6nn3Dxec9K2F0pe909gfqODLh9CyGhts/lfyLoAda9oSepoFMi+HCp/1jYHD4OkjvYzAih+CRwF7q2yV0oKWDKRqkf1fnqnAEyaNuf45K59IjUXFDwA2H0fmD8lPAIR2q0Fse2Fg5PVT6KS1FEpNsiaDtbN2vaoiyHmBv/E5C/ee6WmAsP9EI0ktTqZSNWvH+reffrTJ101SnPGugXKFvolKL8Jz4A4t/qmziI4eCY4c73fI0kdiascss4CZ6m2vdNTEDLe+z2BquQlb4tw5Ao+KSDJRMqLjHShA9IBjj1+2vDU7oOjNBcUPAw0tltNADH2hM5uK/EUGxycBrZtfglJktok2w7IvlTbJgyQ/AkYkv0Tkz+4KqBQ9kpJHYNMpLwbDCQAhknTrjtGc8aeCeWLvd7Ulu092MwbRTAkfwr6aG177s1g/v1ow5KkwFOxFAoe0rYZEtWyCMLkn5j8oeRFb71Scq6UFHBkIuUmI13ogZMAevQePmDw8JM7aS4ofp76JlW/8wWI/p6Pd77QXjdxpmdbfb76GXqcBoZBMOZ82Oq2c1VhMXQ/FfZl1bZt3AEpJ8Hs6q2/ikrgy5+a9noeOj2rTpqtq3SR2nUvSZJ3BQ9AxTfatpAxkPiiX8LxC1cFFHnsEjMNGObzWCSpFclEytNwIAYwTT3nplE6nb72jLMMSt6o98aLJkHxytrHgeUQHwPj68yw+mAp/PBH0wLZvR+uuBsevxmy/gepXWDGvbXnC4ph8ixtEgXw3ldw9zXw0wqoqIRF38BFk5v2mhoR56q729dl3Qw5VzfjySSpI1Hg0CVgc9s6Knpmx9pGpvhFdS6lluyVkgKKTKTqqJ4bNRYgOiap59jxZ2snNZS+oVbvrYfJBNGRtY/3voKzToMeXdXzRSVwy5PQt3vT4tm6Gx67Ec47AxLjYdYF8O+m2vMX3AwXnOl5X1GJ+hpJ8VBUCnmF6v1HxJjmuXTbVQlZZ8sVepLUFK4SdSWfy+37JfGFjjNfylVeX69UE38KSlLbJxMprb5ALGCYes6NI4KCQmv/fhQnFD3X5CeyWOG59+HOOp03tzwJ00+BY4c27TkmnwzXXlB7vH0v9OpWe/zaQ3DDfzzviwiDwhI1iVq5AU49rslhVzNAl49Ar51jT85ssG0/0ieTpI7Lugmyr9K26aMhqQNt6F38gvtKRgHIbm0pYMhESus4AKMxKPmUiVd005wp/xQc+5v8RIu+VhOmtOoPnstXws9/wxO3Ni8wmw2eehtmX1jbVtPT5e6s0+Dyu9ShwPXbYPwx3q+rV+yt6nyOukrfh7L3jvCJJEmi/GModSuXEj4Bomb6Jx5fc5V7+9lxFRDkh2gkqcXJRKpaRrpIBroBYuKUa0ZGx3TSLq/x7J5u0Ksfw7Xnq3+2WOGa++GV+yAyvHnx3fMchIfC1ec1fu34YyDnd3jlfkhJUocAR50DOR5bYHlh6gPxbuVebDu873QvSVLT5M4Fu9tkxsT5YOwgI1zFr7i3JABn+SESSWpxMpGqdRyAECLxjIxZ2p9uVX+AZVWTn2hXJuzaXzuk9vArcMxgmHRS8wL78U81MVv0f2A0Nu2eiDD46FsY2hcO5qoT3j//sbG7hDovShdc26Q44dCl6gocSZKax1UCOTO0bbpw6PwW6khXgLNthar/ubfO8kMkktTiZCIFZKSLaGAAwLHjpg9N6dZP2290hL1Rn3wPk0+sTXoWfQ1f/QLRo9XHom9g9kO15QkasucAXHyb2rs0oFfTY3A41J4whxN6pMCg3uq8qQZFXwOhbhWYi58Dyz9Nf2FJkryr/B5KXtO2hZ4EMXP9Eo7PefZKnQAM8kMkktSiDP4OoI0Yg5pUxkw56/remjO2XVCx5Iie7Pvf4Yo6nda/L1QTmhq3PqnOn7p8unrsdIJejwezRS1vMO0UmJquljIACAsF0ciH2C9+gmmnqtcdzFUTsqSEBm4wJEPCE9o22x7Iv9f79ZIkHbm8WyD0NDDV6fROeFxNsmw7/BeXL5R/AY4cMCTVbb0WmOOniCSpRXT4HqmMdBEMjABI7tq394DBJ8RpLih6liPZDsZsUVfKHTesti0lSZ10XvMID1XrS8XHqOdHnQuLv/d8rh/+UEsgvL4YIkbVPjIPNR7H/mwY0hcG9gKTET76Tk3G6pX0Cui1+zKTczUoVY2/mCRJTeOqgJwrtG26EEiqvz5d4LBDicdqxf8AzZw5Kkltg1AUxd8x+FVGujgOmACEXnb1E2effcFtPQ6fdJbCruTAr5sUcT4kf6RtK3kbcq70TzySFOg6PQOxN2rbss6H8k/8Eo7PGLpBz70gNJ/hrwFeq+cOSWrzOnSPVHUBzmMBhBBdjx9/tqbPmfLFgZ9E6WIh8XltmyNHHYKQJKl15N+lDp3X1en/QIT4Jx5fceyHym/cW2fRIWbcS4GqQydSqBPMowBj/0HH90zq0jNUc7b0fb8E5VPx94NBu50guXPBVeyfeCSpI1DMnh9WjN0g9r/+iceXPCedD0OdpypJ7VKHTaQy0oWguuQBkHzqxCs7ay6wZ4L5d5/H5VPGnhDjtgK5/Au1+KgkSa2r4kuo/FnbFnc7GOqptBsoKn8A2173VlkKQWq3OmwiBXQGkgGd3mBMGT12irZbpvQDIMDnjyU8BqJOYSqXBXJv9Fs4ktTh5N2o1mqroQuFTk/Ue3lgcEHJAvfG81E3i5ekdqcjJ1I1O97FHzduekJkVLy2knlZgA/rBY+GSLcy6cXPH9E2OJIkHSXrJs+kIvJCCBnnn3h8pfQtcFnrtgShbmYsSe1Oh0ykMtKFntpCcEknn3apdpK5+V+wbfN5XD7V6f+0x84iKJznn1gkqSMruA+cbnMSE58joH88O/Oh8lv31vP9EYokHa0A/k5tUE8gDDCFhUXFDx1xSrzmbKD3RoVP9qxgXviouo2FJEm+5SyEArf9LYNHQNR//BOPr5R97N5yKuoefJLUrnTURGpI9ddOJ0+4LMEUFFL796A4oOxD/0TlE3rPCub2fVD8kl+ikSQJdSWbdYu2Le4ewMuWB4Gi4mtwaQr+6pEbGUvtUIdLpKormferPkwcn35BouaCyh/UbudAFXUFBA3QtuXfDYrV+/WSJPmAA/Ju1TaZekJkAI92KZVqMqX1qD9CkaSj0eESKaA/6h6DoYlJ3eP69ButXSkSyLWjhAniH9C2WdYEeA+cJLUTld+BeZW2Le5uArNWpRHCJoI+3v1EHGpdKUlqNzpiIlUzrJd4+qQZiTpdna5zZ9kRb1DcrkReDMZkbVvefwn4Mg+S1F4UPqI9DhoAEdP9E0tLE0EQPgU6vwu986DrdxDmdQPQO3wdmiQdDYO/A/CljHQRBaRVHyaOHH2GdoPi8s/UisMBSUCs29BB5XKo+sU/4UiS5KliKVg2QPCQ2ra4e6D8c//FdDRECISfARHnQNhk0Ec05a4JrR2WJLWkDpVIAYNR+8mjI6Piw1N7DInUnC1f7JegfCLsDM+5UUX/5/1aSZL8RFFX0CbXWdEWPBzCzvRWLqBt0oVD2CSIOBvCzwRd2JE+QzgQDZS0dGiS1Bo6zNBe9ZYwNUU4E8ccPzVar9fXTj5wWaDqf/4IzTfce6Osm9U5GZIktS3ln4J1u7Yt/h7/xNJUukh16kDyF9ArH5I/gshzG02ibM5KMkt+xaEtzmkAzmjNcCWpJXWkHqkk1BolOiDBY1iv6tfAHdYLHglhJ2vbip7yTyySJDXCBYWPQZd3a5tCjoPQk6Fquf/CcqeLgYip1cN2p6mLWRqhKAo2ZwVZ5StZn/MOBeatAEzo+Szdok6oe+k0QK6CkdqFjpRI1Uw6iANhGDhkvHa1XuX3vo/IV9x7o+yHoGyRf2KRJKlxZYvUFbam7rVtsbf5P5HSJ0D4NIg8R03s6u7VWQ9FUbA6yzhYtoJ1OW9TbNnlcc2+kv+5J1Jnom4bI+uySG1eh0ikqof1aiYIJfbpPzosKjohSHNRoA5zGdMg4lxtW/HzoNj8Eo4kSU3hgKLHIanOPnxhp4MxFeyZvg1FnwQRZ6lznkJPBNF4kVBFUbA4SjhQ9gfrct6i1NrwHp77S39DUVwIcXi2STiQDgToD2YpkHSIRAqIB6JQh/VixozNiNWcte8D23YvtwWAmBu1P/ic5VDyqt/CkSSpiUrfV3ch0Eerx0IHUVepe/O1NkNKdfJ0DoQcr752IxRFwewoIrPkV9blvkWFLbvJL2d2FJFbuYGk8GF1m89EJlJSO9BREqle1V+jAf2wUadFa85WBOiwngiFqCu1baVvgKvUP/FIktR0ilnd9zNmbm1b1FVQ8CDgbPnXM6apvU4R50DIsU0LUVGosuezr2Q563LepsrR/F0hDpT+4Z5InVDPpZLUpnS0RCo2NCxK36PX8GjN2UCdHxUxXVu3RXFC0bN+C0eSpCNU8po2kTJ2gfBJLVc42NhbTZ4iz1EXpTSBoihU2nPZU/wT63PfxeIoapFQsivWuDcNAWKA4hZ5AUlqJQGfSGWkCxO1RThjR4+dEq3XG+psUmyHqp/9EVrri7pMe1y5DBwNz1WQJKkNsW4C89/aHqLoq48ukTL1V3udIs6G4KGNX4+aPJXbDrGn+EfW57yHrRV6tfOrtuBwWTDogmuaBHA84LEhnyS1JQGfSAGpqLuKBwOhI0efqV2tV/UHuCr8EVfrMqRA6CnattL3/BOLJEnNV/KaNpEKOwMMXcFxoOnPETSkdtjOvTBvPRRFocx6kN1F37E+730crqojDPzIuBQ7eZWb6BIxqm7zeGQiJbVxHSGR6l39NRYEQ4ad1DHKHkRerJ0g6iyFii/9Fo4kSc1U9jF0ehb01RsxCB1EX1k9V6oBQSPUIbuIc8DUu+FrqymKi1LrfnYWfsOm/EU4XJaji/0I5VSsdU+k5Dwpqc3rCInU4flR3XsODYmJ6xyqORuoiZT7sF75J6D49odie1BYDNv3QZ80iI9p7Grv9h6E7iktGZUk1aFUQdlCiJld2xZ1FRQ8gnbSuYDg0bXDdnVrUDX09IqLYssedhQsZXP+J7jwX2kUL/OkRgFhQKXvo5GkpgnoLWIy0kUsEIs61h4z3H21niMbrBv8EFkrCz4Ggvpr29r5sN47X4Do7/l45wvtdRNnerbV56NvoNdEuO5h6JauHjf2Wht3QMpJMLu6M6CoBL78qaXepSTVo+R17bGxq1oQEx2EjFN7rHpmQtrfEHdro0mUS3FSULWdP/c/wVtrj+OzreezMX+hX5MogLzKDbgUR90mA9C0JYSS5CeB3iNV0xsVBeh79xut7Y2q+s3nAflE1H+0x7bdYP7DP7G0kIsmwbQ6U74qqmD4WTC+zijAB0vhhz/ggjMbf76SMpj7KPz+PgzqA+9/Bbc/DRdMavi1XvkI7r4GnnkXKiph0Tdw0eSWe5+S5JV1HVhWa1fWdZoPhngwdG7SU7gUB4VVO9ha8BnbC5cArlYJ9Wg4XBbyq7aSGDa4bvN4IEBXBEmBoKMkUrEAPXoN0+6gaVnl63hanzBB5IXatnbeGwVgMqmPGi9/CGedBj26qsdFJXDLk9C3aaMZlFfCs3eqSRTA0H5QXNb4axWVwBknQFI8FJVCXiEkxh/tu5OkJij7VJtIBQ+u/9pqTpedgqptbCn4hF1F37ZicC0np2KNt0RKktqsgE2kMtKFAaj5tRobFBSq65TUPUpzkeVfn8fV6kJPAb12P2bK3vdPLK3EYoXn3oeVH9e23fIkTD8FzE3cmatrZ7h4ivpnux2eektNlhp7rYgwKCxRk6iVG+DU447qrUhS01V8CZ3mNXqZ02Ujr3Izm/M/ZG9J++vIySlfy9BEzRzPY5H77kltWMAmUqhlD4yACQjvO/C4UL1eX6d+lAssHhMb279wt3Gtqj/Bvtc/sbSSRV/DsUMhLVk9Xr4Sfv4bNi2B6x89sudavw1OvhxMRtj2TeOvddZpcMY1cNIx6r2P3Hg070SSjoBtG1i3QVA/j1MOl5Xcig1syv+A/aW/+yG4lpNTuc59371g1Ennf/ovKkmqXyBPNk+r/hoLMGjIeJPmrG07uMp9HJIPhE3SHlcs9U8crejVj+Ha89U/W6xwzf3wyn0QGX7kzzWkL/z8FgzsBVfc1fBrAYw/BnJ+h1fuh5QkuOBmGHUO5DR/ZwxJaroK7UoKu9PMdzuv4+11Y/l217XtPokCsDnLKTLvcm+WZRCkNiuQE6nqPgQiAfr2H6OdaB6I86NMfT1X61S2j3kRTbUrE3btrx1Se/gVOGYwTDqpec8nBAwfAO88Bl/9AsV1Cja7v1aNiDD46FsY2hcO5qqT0D//sXmvL0lHpFybSBn1IVTYc/wUTOvJ8SyDEHDzpIQQwUIIU+NXSm1dQCZSGelCAF2qDyMAuqYN1FYJCsREKsxtWM9+EKwb/RNLK/nke5h8IhiN6vGir9UEKHq0+lj0Dcx+qLY8QX1++Rv++3+1xwa9+lVX5zvC/bVqOBxqT5jDCT1SYFBvdd6UJLU6y79gz9I0pUWd7KdgWk92xVr3pnG0wu+r6mTmGLe2CCHE6AbuiRNCjKpz/LoQ4vgjeE2jEOJcYA2yantACNQ5UjGo4+o6ICw0LEofG9dFm0iZA3Ciufv8qMrv/BNHK/r+d7jirNrj3xeqCU2NW59U5zRdPl09djpBr/d8nn49YNoc6J2qrsK75zk4/XiIqrPHs/tr1fjiJ5h2qtqbdTAX9hyApISWeX+S1DBFnXQec93hlrTok1mX+7b/QmoFuZXr3ZsiUOe9tvSEz2TgNyFEoqIo1et2+S9wrhDiPEVRvH0SHQ88DAyqPi6ujq9RQoixwGnAFGCKoii7jyp6qU0IyB4paof1wgHdwCEnBOl0OnH4rOJQ67IEEl04hLr1flcE1rCe2aKulDtuWG1bSpI6EbzmER6qViivqVI+6lxY7KV4fZdOsPhZePY9GDgFqizw/hMNv1aN/dnq3KqBvdRJ6h99B1PTW/CNSlJD3Ib3EsIGEmIIrBocVfZ8LI4S9+bG6z0cucnAPEVRyoQQYUKIF1A/iA+sJ4kCuAi4rc5xQfUDIUSY1ztqrQTeBkKA4UKI24UQbwghfhZCfC+EGHY0b0byj0DtkdIM6w0cMj5Ic9a6KfC2Swk9Ra0hVUOxQVX7W/rckJDgxgvRv+O2Onzt5/VfO2EcbKmnY72h17rlCvWrTgffv+79GklqNVW/grOsdu89ICl8GHtLAqvEfrF5N50jRtZtGgQsaannr56fdDkwXgjRB3gJuAR4V1EUr9VKhRAjAD3wXfU9fYHjgGOFEMFAsRDiTkVR9ldfbwRuBBKBUtStbg6hJl5rgZ+AMkVRXEIIvaIoTvfXlNq+QO2R0iRSvfqM0na7BuL8KI+yB78H5qpESerwHGD+S9OSFD7MP6G0Ii8r9wZ5u+4oXA3sUhSlXFGUHcAeRVFyAbsQ4jQhxNdCiIlu99wHbEPthBgDxAMZwFZFUc5UFOXimiQKQFEUu6Io/4fag7UK2IO6QWIQcAzwILCiemhRJlHtVMAlUhnpQgfU7JkQAdAtbUCs5qJALMQZNkF7HGCr9SRJqsOsLXOQFD7cT4G0nmKLx/ShFhvaE0KkASOAg0KImt8XDiHEZUAKcA4wV1GU7+vcczXwAtCnOkF6HxgGfAKsEUJcXt/rVfdw3QJsBnZUN1uAb1F/Dxe01HuTfC/gEinUTwgm1O7X0LDwaH10TKK2ork5wHqk9ElgTNW2VS7zTyySJLW+Ku3embEhvTHqGpue074UmT0SqX6oP9uPSvWQ3jnAdUA56u8KAKOiKO8CFwN6RVH21rlnCLBTUZSfqZ0PdQxQhTrvaTPQTwgxtYGXfgUYCYQB+cAy1GHBR2RvVPsWiIlUzbBeOCC6pQ0UHlfYtvg0oFYX4rZS11kG1gB7j5Ik1bL8o86DrKYTehLDhvgxIKgocbB7fQXlxY4GryvIatpOL8UWj6E9A9CnWcFpuRRFeUpRFDMQDZQJIQQQKoRIBXKBBCFEj5obFEXZoCjK8upDvRAiDnXS+b3VbaOAL4D5QoibRJ2y7HV8g7rirwcQhTofy0YLzvuS/COQE6kIgNS0QdpEyp4FSoBt2RTslkhZ/qUt7uwuSVILUSwePeuJRzBP6sMnD3D1yDWHH3dP3dzoPVm7zDx66TZuPGk9nz57EEVRDp/754ci7pm2mUVPHOCOSRv554ciAA7uNHPbGRv5YJ46baiy1MHa/5U0KUabs4IKW657c98m3dwARVHqZnqdgArU3q5xwFmKohQC9wDPCNUwt6eIQy1hcAcwA7gUNUEyoCZX6cD/CSE0RaAVRbEqijIbtSeqEnWe1E6l7l+k1C4F4qo9TUXz5G79tO/RvsfX8bQ+9x4pyz/+iUOSJN8x/wGhtXUgj2TCeebWKuY+15OeQ9XhwLrVYbyx21y8eNNuBh4XyczHuvPR/x3gr6VFHJ8RR1W5g4+ePMh/3+hDcq8QVnxTyOfPH2L0hFj+/qaQM69M4qdFeViqnKz8vogxE2MbfK26Si2ZhJsS6za1RI+U5vmqV8xdgLqX30dCiJXAI8DPwMtANrAOQAjRBQhRFOWj6vtfrZ5j9U6docAp9b2YEOIsoBvqhPMfgcwWfj+SHwRUj1RGutCjLjOF6h6pLsm9tKUPAmwDXxCePVLmlf4JRZIk36nSTjjvFDYInWj8s7HToXBot5neI8IJjTAQGmEgOMxL1do6Nv1ZhrnCybk3pdCpaxDT53Thjy/V+dGWShfn35JCcq8QALr2CaGqXO30qSxzkpQaTFSckcpSJ+VFDiLjjPW+jrsy6373pt5NvrkRQgg9auFmgDeBqxVFyQZOBVYpivI86sb399epD2UD3OtLpQINDnNU92zFArtRV+6Fow7tvSCE+FII8aYQIrCKgXUggdYjlYD6ngyoBc9ISOymnYEZaD1Spj6g186llz1SktQBmP/UHBp0wcSH9ievsuFtobJ2mVEUePjCbZTk2+gzIoJL7u5GXOf653Ef3Gmmx+AwgkLUz94pvUPI3qvW4otNMjHmTLWXyWFXWPZ+HsNPjgYgOFRHRamDyjIHezdV0n9MkwqAH1ZqPeDe1GKJlKIoTiHETdV/rluyoBx1EjrATNSVdfrqcwVoi3ECfIU6ebwhdwBJwCZgJ+qQYBFgRk2qIlDrTEntUED1SAE1fcY1Y9OW6JjEaM0VtgDrkXLvjbJngeOQf2KRJMl3XCVqceE64kIan0KUvcdClx7BzHwsjQcXD0BvgIWPefT8aFgqnMR3qU20hBDodILKstrpRgd2VHHr6RvY8ncZ59+aAsDw9GjeeSCT2CQTB3ea6TPiSBMpj5GvFh3aUxTlh0bOK4qifF5n+xhv13yhKIq9keeZpyjKDYqivK4oyv8URdmlKEqRoihmRVHyFUXZ09hzSG1XoCVSNfvpBQMIISzhETHRmisCrUdKzo+SpI7Lot2TLjakV6O3jDkzljvf7UfawDDik4O48PaubPlbHbqrj84gMJi0vy6MQQKbpXZRS0rvEG5+pTddeoTwzgNqAtRnRARPLRvMxXd2I6aTkdfu3Mujl2yjtKBpOUOpxaNHqhPV818lqa0I1EQqBCCxc3fFYDC5TTYP8B4pOT9KkjoOq3YYr0vEMUf8FCHhBhQXDSY3YZF6j7IGlkoXBmPtJHUhBN36hXL5A6ms/7X0cG9VcJieVcuKSOkTQnGujd4jwln7S0mTYiu3HcTlWWKpxYb3JKklBFoiFV39NRige4+h2lmNLmvgDXsFDdAeW1b7Jw5JklqZEUwDIOJsiLsHOn8A0TM0V0QFpdZzb61P5h/k32XFh4/3balE6CAmsf45UmkDwti7sfLwccEhKw67i7BIA9v+KefTZw8ePqfTq8mVWppJndzusCq4nJCQEkSXnsFUlDZca6qGS3FQYct2b+7epJslyUcCbbK5pkeqa+qAYM1Z+z4ggEp26DuBLlzbZtvh/VopAAnQx6n/B3ThoNjBkQ2ueqdzSO2BLhxM/cDUH4L6q19N/cHUExpZlSeEIC6kH4XmbfVe07VPCF++fIjIeAMuB3z05AHGTokjKESHy6kcToTq6j0iHHOFkxVfF3Lc5Di+fyeX/qMj0OkFSd2DePnWAjp1C2bQ2Ei+evkQA46NJDRCXQm4dnkJw06OAgTFuTYKsmxExjX9V0+VvYDIoJS6TQlNvlmSfCBgEqmMdCFw65Hq0rVPiOaiQJsfZeqpPVZs4Djo/Vqp/RMmCD0Nwk6D4BEQPNwzkQZwVYJtG1T9CVU/QuWPgVeENhDo49UepppkqearsetRPW1yxDENJlLHTY4je6+Fl2/eQ1CojuEnRzN9jlrH+NFLt3HGFUmMOi1Gc4/eILjk7m68cfdePn0uC5dT4b+vq/O+oxNMXPN4Dz6Zf5BPnz3IgGMjufLh2p6xohwbo06LweVSMBh1rPqhmFsWNH10zuIocW+SZQKkNiVgEinU5aN6QKBWjKVTYqr2t0ygJVJGt0TKthdZ0TwAGdMg9haIvBj0MY1eji4Mgkeqj9jrwVEApW9DyauB9z3Q5gkwdPVMlkz9wdA6+UCosVOj15w1N5mz5iZ7tN+7qH+99ww/OZpHvhxI5pYqeg4NIyKmdubEwLGRPDh2gNf7Tr9ULe2n0wlueLHxyfDurDKRktq4QEqk6q7YE4AzNq6LtsBSoE00d++Rsnts8im1Z/pOEH8PRF+j9kY1lyEe4v4LsTdDySuQfx+4ihu/TzoCBjD10iZLQf3VIboW3kzYpTixOSuotOVSbNlLTHAacaG1ZQ8UWm//25hOJmI6HfW+wUfE7JlIyaE9qU0J1EQKwBIaFulWjNNjKW37ZuyhPZaJVOAInwad3wR907fTaJTQQ8wciDgfcq+H8o8av0fSEqFqcuTRw9QLRNMrdjdGURRcigOrs5QKazZFlt3kVqznYNlKqhza/edGdZmtSaQig45uaLCtkUN7UlsX0ImUyRSs3R7GVeLLeFqfx9CeTKTaPwMkPqMmPPXIPrR7/85tq3bv3L4qe/P6X3PzcvebK8qLHGHh0YaUbv3C03oMiR445ISuvfuN7tm5S89uni+RAMkfQuFIyL8DWrEHo93Sx9UOwdVNmoyNr4o7Eoqi4FRsmO1FlFsPUmjeQXbFWrLLV2FzVTTpOUot2mKaUcEtG6O/yURKausCKZGKrv5aM8HcbDQFa1ftOQNsNZMc2gswRkj+GCKme5xx2G2u35Z/dPDTRY9nHdy/1VbdHIe6vUQlUFpeVli8ddOfxVs3/Vn83ZJX9gK/DRl+ctz0824dNXTkqaM8aqrF3aqWz8g6q+NORq87f6lu0mRo2dEjRVGwu8yY7QWUWjIpqNrKoYrV5Fasw0XTSgHUp9yWpTkOMwbWyJfF4TEMLRMpqU0JpERK0yOl1xusRmOQWx2pANrKSISBIUnbJnuk2jEjJC+GiKkeZ9b+uyz/1efm7M7O2lk329Gh/l8PBqKALtXtRcAhoBBQNqxdXrhh7fIf+vQf8/esG16a0LPPSO1s4vAz1dc9OJ3A7ZnSqx863JMlUz/QH9mWJY1RFJc6f8meR7FlL/mVmzhU/g+F5tYrS1JlL9Acm/ThGHTBOFyWVntNX/LSI5WAOg82gGrZSO1ZICZSIQDRMYmey9cCKZHyNsQQaJPpO5LEZz2SKLvd6vr4/UfWLf7g0Y3VG6maUbMdJ+r3rgl1hWokao9sOOp+k7HV1+4GCgB2bF1ZetO1oz6ZMfuZEZOmz5mk1xtqi/GGT4HEFyF3Vuu+x9YmQsDU10sPU++jm6zvRlEUFJxYHaWU23IoNu8it3IDB8v+ptKe02Kv01Rme5FHW4ghzqOnqr3ykkgFo+6nWulxsST5QUAkUtU1pGpKHQQBxMR19vy0EkiFCt2HHpzFoATGJ9AOJ+J8iJmtabLZLI5Xn7tu0U/fvVVfduwAav7Ba3aeD0btmeqM+oFiEGoP1Y6aa994+aY1e3avy5994ysXm4JCaucQxlwLlT9AxZct855aky7GezkBYyqIltusoWb+ksVRTJk1iyLzDnIq1pJV9g82V3mLvc7RsrsqcbgsGHS1MxlCjAGdSIE6vCcTKalNCIhECvWTeU05XgNAdEyi9r0pTmji5M12QR+nPXYW+icO6ejo4yHpVU2Tw2F3vPLsrPd//v6d/UAJsA/IRk2YLIAd9QNDBGrvUzdqt83YU319KtC1+vxIYAtQDPDLD+8eUBTlg7m3vvEfg8FY+32StAD2/gFO7VCR3xiSvZQT6A+GxCY/RWFhIdu3b6dPnz7Ex3ufWqMoCjt3byUxJYIy637yq7aSXbGanPJ1uLB5vaetca/+HWqMa+Dq9sXuqsDpsqPXaWZqJACZfgpJkjQCJZGq+WQtqN4/MCoqQa+5IpB6owB0MpEKCHH3gj5a0/TVp88s/fn7d74GVgEHl/yiNDYX5M+MdGFE7YE6BrVXai+QA/RHHfobAuxEnT/F8mXvHUhNG/T1WRf8d9rhZzF0goRHIeeaFnhjTaVXy3gE9eernw3cdP/v7D9YxMgRw3jn3ffp36v+ApEAc+fO5cUXXzx83LNnT3bt2gXARx99xKxZs0hLS2P79u28+eYbnHXuZFat/YNzp17G2FP7csmdaWTmbOSvrws57eKmJ2htjdlRrEmkgt3+T7V3FkcJYSZNL7yccC61GYGSSNX0aR9+P5FR8W4TzQMskZI9Uu2fsYc6pFbHgf1bV7772u3XLvlFyTuSp1ryi2IH1maki3XAQGBC9al1QB8gqforVCdT775++/rho07r373XsNoiRFGXQ8HDLb/VkAgGUx8v+8f1AV0Qu3fv5oqbjuHVV1/lxBNPZO7cucyYMYM///yzwaddvXo133zzDWPHjgVAp9PhUhzkFhxgzpzZvL/0YaK6lvLRok+Zc/MVVPQdxKcvHCT9shB+WvQvJ11dwcrvixgzsQXrdfmBzaH9+RZkiPRTJK3D4iwhDJlISW1ToCRSNT1SNe/HGR4Ro60h5QygiebguVWI03PCqdTGxczVTIJ2uVy2pKTu5x9pElVXde/Vpox0sROYDvQDtgE21CHA3oAVKFQUhWeeuPybZ15Z1UtvMKo9uMIEsf+FvBuaF4AuyvtwnLF7g/OXtm7dymOPPcZ5550HwKxZs5g4cWK91yuKgs1uZtOmjfQZHkWW7QdyKtZxsGwlNlcpRTk2pt0YRXbo22QXQnwPC1XlapmByjIng8YGExVnpLLUSXmRg8i4lium6Q9Wp3bOlkkfWImU3CZGassCLZGqGc5zhIZFuRXjDLBESuf2gzLQetwCngEiL9K06HS6l3Sm4BaZ97HkF8WakS4+Bk4GxqPOnTKgDvv1B/4BbPt2ry/fuP5/a4aNPO2YwzdHXQJ5t0BD9Y0Mnb0XrDR0bla8kydP1hxv376dXr16oSgKDpcFs6OQUssBCqq2kVOxmkPla9i3rRibs4qxo0+hJN9GnxERXHJ3N+I6m4hNMjHmTLWXyWFXWPZ+HsNPjgYgOFRHRamDyjIHezdV0n9My5ZA8AerW428oBYu6+Bv7oki6nC1JLUJgZJIuQ/tOUPDIrXFOAMt0dBp92OmDa0ikpogbII6J0nrVW+XNld179QvGekC1GRqJ+rq1kigL7ARYNE7D/ylSaT0sRB6AlT9qvYkeZQT6Ocxr+toqfWXKqmy55FXtotHH7+XMy7twRtrR9V7T/YeC116BHPhbV0Jjzbw0f8dYOFj+7nhhdqNcQ/sqOLpa3ZiMAoe+kzdVHd4ejTPz91Nn5HhHNxpZtppXep7iXYj0If2FMWjxpne23WS5A+Bkki5D+05QkIjtR/JAm1oT+f2iVMmUu1LWLp7y9+oZQpaw3LUKugDUYf5RlUfdwLytm3+q6So8FBubFyX2tnW3X4BlwV0wd6er9lcigOro5xKWw7Flj3kVW7gYNk/lNlqtzn59LmDEFTJ8Ml2ahfjehpzZuzhXieAC2/vyl0ZmzFXOAkJV3/PpvQO4eZXevPps1m880Ams5/uSZ8RETy1bDCVZU42/VnKa3fuJf+AlTnP9sR9amV7YXNqVyQbW3ijZH9zyURKasMCLZE6PLQXHBzqNrQXYImGTKTat+DR7i3ft9ZLLflFUTLSxdeoJRFAXTbevfo4D6C0JL9Ek0hBs5ModcNdOxZHCeW2QxSZd5JTsY6s8pXetvvQ2PJ3Gb99VsAd7/TFYKw/ifImJNyA4oLSAvvhREoIQbd+oVz+QCp3Tt5EZZmDsEgDwWF6/vdpPr2Hh/P3t0X0HhHO2l9KOOm89rm9ikvRDsOKFqyn1RbIHimpLQu0ROrw0J6iuG8fEGC7CQhtniiLcbYnOgge4d74T2u+4pJfFHNGuvgWOA84iFpjKgx10m7Bnp1rM7v3HNq3oedwpygKDsWC2V5EmfUAhVXbyK5YQ1bZv7g48r378g9aefOefVx8Rze69Ahp9PpP5h+kx6AwRp2uLrzYt6USoYOYRBPb/iln01+lnHOjWhJAp1eTMiHUr06HgsOq4HJCQkoQXXoGU5JnP+KY2woF7UYOOhFYeYb7+yNwfndJASBQ/jO6z5FyuFwO7XeeCJS3WsP9E1pgfQINaPo40IW6t27wwStvBXKBRCALtUeqC1Cw8q+v9pwy8fImPYndacbqLMNWZwJwqDGe0KhxdI0aB8lHHpjZbCH94mlMn3Y2911z5+H2sLBQXC4Xer1nYmA/6Quefvwlpoy8BYfDyTfPPcBFl5zDRSPmkZ2Uy7G3TWDi6OmcOuFEHp3/DCefEs2lo98C4KvPv+PWK7sjhGDF+48QbxnOgN4JnN3/0iMPvg0I0kdpjhPDhnF2/4/9FE3LCzV6zCcc6I84JMmbQMkuPIb2XE5nYCdSHl3dgfUJNKDpvdYsyvfW2JKqh/j+BM5CLdaZirpHpWHNqh+a/PpGfQhGfQhqPtYyvvzhS3Zs282Obbt57+3aBGDv3r1Mnz6du+66i3PPPVdzz+wZ/+XA7iIuPe86IiIimD59Oo899hhhIWHE9uzFp4s/46abbuL+u55kwoQJfLToM2JD1KG7ohwbJ1w8GZfLRVjwC3z12TKWL19ObEjXFntP/qTXGYkN6dX4he1XSuOXSJJvBEp24TG053S5JVIB81ZruL29AOvKD2jCY9jKBT7bi2SboqC41E8WOiBSgel2ixVFUQ4PffnatGnTUOop4L527dp675s3bx7z5s3zem7ChAls2bLF67lbbrkFUAt4fv99q01Pk1qPf/6jSpIXgTIe5KVHqqMN7clEqt3wXBigQ52v1OqW/KLYqhRjuAXDSAe6KBciWkGEBQWFhvsriZIkSWrPAiW7EG5fFVeg90i5D+3JHqn2w+l1FC0BH+1m70Ts0qMc41SEVRE4XIpQwkNjPL5B7Fu24Kr0SUjSUdInJGBISzt8rFit2Db4YtqdbxjS0tAnaFZUtvAeRpLUfIGSXdQkTTVjA8LZ4XqkAqVzsQNwlYHLDDrNEF8fYJ8vXl5x6fYKhzECBaNDEArQI22USXON00nV55+D02PZudQGmY45RpNIObOzsXz7rf8CamEhGRnuiZT3MVtJ8oNA+e3b8RIp2SPVvlk85v0c76uXdtlCcnXm0FhhCQsTljCjYgnTDR54kiaRcmZnyySqPdG5/Sh3eZQLaN88h50D7A1K7VnAJlIeq/YCpvOthvvPEZlItSvmP9xbTvXVSyu2kCqby7Tf7jRlOR2mUsVhqhg9Nl2bSB044KtwpBYgjNqK7IqjgX0S2yP3RNGzS16S/CZgE6nA75Fy+0EZaO8v0FX95t4yFnX/u1anc+kMIBRAGB0GQ7fOPYL69B+kqfDq2L3bF6FILUSEaFeCKmaznyJpJZ51xAIsU5Tas8BNpAK9IKfLbe9A77WJpLaq6kdweEw6v9oXL6136oVwiRKdS1eOIixX33qnZodbl9mMY+9eX4QitZBAT6REsMd2RSV+CEOSvArYRMqj/EGgDe058rTHeo/Kv1Jbptig9F331lmolcZbVbAtKDjYFrQuyG7aMXT46PLjTz1Nk0g5tm0LvDk2Ac490ZCJlCT5TsAmUk5HgPdIOd0Tqfa52WqHVrLAfdFACDDfB6/crfpr1F3PPTfIvX6UMyfHByFILcmjR8oSWHtvykRKassCNpGy2cxu26H7pN6h77jXIjLIHql2x74LSt5wbz0fmNlaL3lG374C6AFw7d13HxObkODxGyrkjDMIOftsRHh4a4UhtTA5tCdJ/hOwiVRpSZ72J4k+zqcBtTo5tBcYCu4FZ7F764u0XjmEFCBy+hVX9J100UUD6rvINGgQEXPmYBo92tvSc6mN6YCJlMc3jST5S8AmUkWF2VWaKwItkfIY2osncP45OxBnPuRc495qAr4HTmrpl7MZTCdnXHppr6tuvfU8g8HQYIYkgoIIOeMMwmfORN+l1adu+cW+4sD4fRzQiZTBgPBctVfih0gkyatAmTjkkUgV5B/UJlK6INCFg6vCp4G1GvehPaFTV+45C/wTj9R85Yuh8CmIu7VuazhqMjUbeJva/9vNln7M2J5TL/3Pf2fcfMMAvcGgybrXFbjQC4VBsTqPjYv1nTsTNmMGtn//xfLzz2C1Hm0oGh+tX88jP/9MsdnMqJQUns/IIDUmpt7rP1i7luu++sqj/aWpUwHqPTesSxfOXbiQM/r25enJkymuquKbbdu47rjjWu7N+IPB4FlHKoASKS+9USATKakNCdhEKjd7T5XHVfr4wEmkHF4SJn0nmUi1V/l3QFB/CJ9UtzUIeBOYDFwHZDf36a1WW/Jzr7/yw+BhQ3u6n9tQ6OL7A+qk9xW5Ls7pYSA2WJtMCSEIOuYYjP37Y1m2DPvGjc0NRWNvURGP/PwzCy+4gLjQUJ749Vdmf/kl31xxRb33nDt4MJP69Tt8XGmzMX7BAo5PTaVLZGS95978919uGT+el1esoMJqZfHGjZw7eHCLvA9/0kVFebQF0h6J9SRSpd4aJckfAmUsqGbpU01CpSspzrU5nQ5t9duAGt6ze86tkRPO2zEnHJwOZZ96Ozkd2A08DXQ/gicVwHDgaYNBv8tbErWpyMV3+2u/TYqs8NpWB8sOOHC4PDvBdOHhhJ51FmH/+Q+6uKP/ftqQnc2olBSGdelC1+hoLh42jN2FhQ3eYzIYiA4JOfz4aP16pvTvT1psbIPnis1mesXF0Sk8nGKzmfzKSjoFwIR6Xay2hpyrsrLFew39yUsiVYEsyCm1IYGSSNX0Y9urvxoVRcFqqXSbJxVgJQIcbh0UxjS/hCG1FDscugCKX/Z2MgS4GdgDrALuASYBqUAo6h5BRmAU6nDgM8AmYA1ws16v9/httL7AxTeZTq9jhmsKFJ7d4GB3qQtF8bzC0L074bNmEXTyyWBofsd234QEftu7l/XZ2ZRaLLyxahUn9fTI9+plsdt5deVKbho3rtFz4SYTxWYzJWYzq7OyOKlHj2bH3ZZ4JFJFRX6KpHXIFXtSWxcoQ3s1CVPNpxQjgNlcURUaFhVx+CpDoo/DamW27RBUZ+GVqb//YpFaiBNyr4PKZZD0Ohi8Jv+jqh/NYnYofH/AyfaShqddORRYvMdJcihM72Eg3Og23KfXEzx+PKbBgzF/+y2OXbuOOJZ+nToxdcAATlywAIDU6Gh+ntn06g+LN25kVEqK1zlV7uem9O/PuR98wLi0NDbl5HDPKacccbxtkc7tvbsCZAJ9DfeJ9MhESmpjArZHCqCivLhcc5UhwFYeWbdqj039vF8ntT8VX8HeQVDymue+is2kKAprC5y8tsXRaBJVV1YVvLjJwV85Tlxeeqd0MTGEXXwxoeeei4iI8PIM9Vt14ADf79jBzzNmcPDOOzln8GDO/eADr71g3rz9779cOcp7Tul+7vi0NLbfeitPT5pEl8hIrly8mJMWLCC3vNzr/e1FwPdIef6fyvN2nST5S6AkUjU9UppEqrysKLATKds27XGQ7JEKKM48tTTCnj5Q/JL3BQZNUGpV+CvHyetbHfxwwIXZ2fg93vyW7eKFTQ4OVXof7jMOGEDEdddhOvbYJtee+nzzZs4aNIiRKSmEBwVxT3o6+4qL2diE6up7CgvZU1TkdYiuvnMRQUF8vmkTg5KSOFRWxtjUVJZu3epxf3sS6D1Suuho96Z9vo9CkuoXaEN7NYmUHtCVluR1rETK2AOESd3HTQoc9r2QOwdyb4DQEyFiGgQNg6DBoI+u97Z1BS42Fbk4WHnUlRMOMzvgvR1OekfB5FQDQXq34b6gIEImTMA0dCjmr7/GmZXV4PM5XC5K6yzVL7daqbLZvPZ8ufti82Ym9OmD0bPGUL3nHE4nFocDh8tFakwM/Tt1Irs990gJ4ZlIBViPlJdESu6oLbUpgZZIOVBLIAjAWFyU07ESKaEHY2+wbfZPPFIrc0LVL+qjhr4T6MLANAi6LtFc/WeOk3I7rWJnKTyzwcEZXXUMifNSeyopibCrrsK2Zg3Wn36qd++3Y7t2Zc5XX/HSihV0CgvjvTVrSAgPZ2BiIk6XC72u/k7zn3bt4uLhw4/o3NfbtjGpXz+EEBwqKyOzuLhdr9wTkZEexSo7QCK1z/dRSFL9AmVoz0JtDama7hhjYf7BwE6kXOVgd/vEHyTnSXUozjy1x6pyKbj14kSZWn9rl+8OuFiwxUGhxbMHSQhB0MiRhM+Zg3HoUK/3nzVoEDeMG8crf//N7C+/pNRiYeH552PU6znptdf4crP3DwVmu53VWVmMTkk5onMHSksZlJRE/4QETHo9n23axJn92u/3jN6tBIVitaJUeZbQa89kIiW1daKpkzrbuox0cQsQAYys/rpx3EnnBd1238e1S4AUO2wPobbsVADo+iOEnVp7nH8vFD7iv3gk/+ljUSv4V1uyz8GWYt99fw+LE5yaoseg857AOfbtw/zNN7gKZNHYlhI0bhzBdVYfOg4epPLNN/0YUcsSYWFE3nqre3NX4KAfwpEkrwKlRwqgpveppkfKtHvnmhLNFcIIxiOpZ9gOuA/vyZV7HZei7YCN9EGPVF3rChWeXe9gZ321p9LSCL/2WoJOOeWoak9JtfTJyZpj56FDfoqkdXjpjbJzFBX+Jak1BGIiVVPSNyg7a1eVxVyh7ecOqnfD+/bJvQRCsPc5I1IH4LaqL8rkhxCAz/Y4eW+Hg3Kbl+E+vZ7gceOImD0bQ+/evg8wwLhvJt3Y5P72xksitZ+AGlKQAkEgJlKHe6QAigqztbv7mgIskbKs1h4HDQBdrPdrpcDm0I52RBp92yNVV3YVvLTZwR/ZDdSeuugiQs87DxEZ6YcI2z8REYHO7e+uAyRS+3wfhSQ1LBATqcM9UgD5efu1iVSg9UhZ1oDLbaf30LH+iUXyL9tuzaGvh/a8+SPHxfMbHBysqKf2VP/+au2p446DBlboSZ7ch/UUiwVXI/sUtjdCJlJSOxBIP7m8JlKHDu4M7EQKO1hWaptCPPcdkzoAq3aFmz+G9ryxuGDhTief7nZgcXgZ7jOZCDn9dMKvvhp9165+iLB98hjWC7D5USBrSEntQyAlUqXVX2sK1oQA7N293m1orz9qmakAUvWH9jjkeP/EIfmXdY3m0KQXBHvWqvSb3eXw7EYHawucXnun9ImJhF95JSFTpnjbX01yY3DrkXIEYCLlXt4ByPRHHJLUkEBKpGoSJjPgQq1uHrR105/aREoXCsZUH4fWysxuiVTwMSCCvF8rBS7zai+1pPwUSwN+OODi1S0OCswur+dNI0aotaeGDfNtYO1MoE80JyjIo2o7sMkfoUhSQwIpkSpHHdZTqN3EOGz/vk0VVqtZW1Y50Cacm1eAUueXki4Igr1v5CoFMgvuC5rawjwpb0pt8MY2J99mOrC7vExGDw0ldOpUwi6/HF1Cgh8ibNt0nTohgoM1bYGWSOmTktyb7MAWP4QiSQ0KmERqyS+KQm2vVGX111BFUSguyg7seVKuMrBu0LbJeVIdk0tb7aOtJlI1NhQpPLPewfaSempPpaYSfs01BJ96KhiNfoiwbTL07Kk5dhUXo7TnPQO90Hfu7N60idpV2ZLUZgRMIlWtJmGq+W0SBlCQdyCwSyCA5/BeqEykOiSndp+1tji0584FfLHXyTvbHZTVU3sq6Pjj1dpTffv6PsA2yNCjh+bYsWePnyJpPfrERPemdX4IQ5IaFeiJVChAdtYutx6p/j4MyUc8JpyfAMhP8B2OUzvh2J+1pI5Urhle3uzgt2wnTm+1p6KjCbvgAkIvuAARFeWHCNsIvR5Dqnaep70dJFL7iouP6HovPVJrWywYSWpBgbZPg/vQXhjAvj0bAr9HqupX7bE+CkJPgqof/RKO5Ce2TAiprSMW2Q56pNz9leNiTZ6Ls3vqSQkTCKFNBo19+2Lo0QPLr79iW7ECXN4nrQcqfbduiDrDnIqi4NzbeFWAD9au5bqvvvJof2nqVC4eXv+OCAvXruWlv/4iq6yM03r35skzziAuLKzB5xvWpQvnLlzIGX378vTkyRRXVfHNtm1cd9xxTXyTenTx8e6t65p2syT5VqAmUlWok84NgMlj5Z4+EgwpHpWg2zVnDpj/hpBja9sipslEqqOxabcMimrjc6TqY3HBBzuddI+AjDQDIQbt+xBGIyGnnoppyBDM33yDc/9+P0Xqe8Y+fTTHzkOHUMzmeq6ude7gwUzqV7sXZ6XNxvgFCzg+tf5VzP/bvZs7vvuO988/n55xcdz6zTdc8vHHfHfllQ0+35v//sst48fz8ooVVFitLN64kXMHD27ye9R16oTQe9TuWN/kJ5AkHwq0ob1S1JUdmpV7u3euKbPZLFbNlSFjfByaD5R/qT0On0rA1cySGmZZpzkMMwoM7fi/wN5yeG6jg9X59dSe6tSJ8CuuICQjAxEa6ocIfc99j0LHzp1Nus9kMBAdEnL48dH69Uzp35+02Pq3lPpw/XouHTGCk3v2pFt0NA+ddhor9u+nqKqqwecrNpvpFRdHp/Bwis1m8isr6RQe3uT36GXF3i6grMlPIEk+FFCJlNvKvcPzpBRFITd7j7b7KeQEX4bmGxVfao+NyRA80i+hSH5iWeXRFNEOh/fc/XjQxStbHOSZva/uMw0frtaeamCIKhDoYmM9ilTad+w44uex2O28unIlN41reFFKUVUVKXXmo+mrt/HRu23n4/584SYTxWYzJWYzq7OyOMltcnxjvCRS647oCSTJhwIqkarmdZ7Unl3rtBVxQ8f7MCQfsW0H63ZtW/g0v4Qi+YkzR1tTjPY7vOeuzAZvbXPyzX6n99pTISGEZmQQduWV6Dp18kOErc991aKrvBxXdvYRP8/ijRsZlZJCqmfBS43BSUl8t3374eT1g7VrGZmcTJRbDSv355vSvz+zv/ySrtHRbMrJ4fi0tCOKz0siJSeaS21WICdSmpV7G9b+op1EETQUdAG467x7r1TENH9EIfmToq0/2x4nnDdkU3XtqW3F9dSe6tpVrT11+ulgCqw3bxw0SHPc1GE9d2//+y9Xjmq8aO/csWOxO52cuGABp7/xBs/++SczR49u9PmOT0tj+6238vSkSXSJjOTKxYs5acECcptS60oImUhJ7UogJ1KaHqk/f/00y+l01JZ9FjrN6qaA4T5PKmggGHt7vVQKUM5SzWFUOyqB0FQu4Mt9Tt7Z5qDUW+0pnY6g445Ta0/VmRDdnuni4jC4bQtj37y5nqvrt6ewkD1FRU0abosJDeWHq67inXPPZWBiIn3i4z0mjdf3fBFBQXy+aRODkpI4VFbG2NRUlm7VLobwRp+UhPBMgNd4u1aS2oJATqSqUH/eGoHgqspSR15upnYPhUAc3rOsBEeOti1iqn9ikfzDmas5bOvVzY9GrgVe2ezgf1lOnN6G+6KiCDv/fEIvvBARHe37AFuQccgQzbGrvBxHE8oeuPti82Ym9OmD0XNVXL2SIiJYunUr951yisf8qPqez+F0YnE4cLhcpMbE0L9TJ4qasLpQ7zkMuB3I9bxSktqGQEykiqlNoiqq26IAMvds1A7vBeKEcxQod6vtEnmhf0KR/MOu/W/eHqqbH62/81w8t9HB/nLvw33GPn2ImD2boHHjQNc+f+yZ3HqC7Js2eWxS3RQ/7drFCd27a9qcjdTieu2ff+gdH8/k/p7FjL09H8DX27YxqV8/ooKDOVRWRmZxMdFuc6u8MXTr5t70q7frJKmtaJ8/URpQvXKv5jdJzRhHFMCm9f/TTjgPPgZE49/Y7U7F59rj4BEQFNirmaQ6bNp5M4HcI1WXzQWLdjn5eLcDs8PLcJ/RSPAppxB+7bXoG6id1Bbpu3ZF5zYx3LZhQz1X189st7M6K4vRKSma9pNee40v6xkmLDGbee7PP3l0woQmPx/AgdJSBiUl0T8hAZNez2ebNnFmE4ZZvfzb/NboTZLkR8Lbp7f2LiNdHAdMAOKAwag9VP/ExnUJeuvjA7frdLra3yyZJ4I50L5PddBzLxjrfLIrfgVyZ/svJMl3Ii+DLu8cPnQqCk+tcxB43+kNOzVZx4gEHTrhPZG0rV+PZdkylKoqr+fbkuBJkwiqM5nbmZ9Pxcsv+zGi1qHr1ImIWbPcm7sCbap6shCiG3BQUZSOVVZf8irgeqSq1e2RUlBX7hmLCg9ZiwoPacfaQwNxeM8FpW9pmyIvBtExChZ2eJZ/NYd6IQjrgNsu/pTl4pVNDnKr6qk9NXQoEXPmYBrZxmut6XQYBw7UNNk3bvRTMK3L4DlEuIc2kEQJIdw3/rsOeMvbtVLHE6iJVDZgAxzUlkGIAti/d5N2eC8g50kBJW9p6wnpIyHyPP/FI/mObavH3JlAqSV1pMod8PZ2J0v3ObA5vQz3hYQQMnkyYVddhc5zyX2bYOjdG11IiKbNFqiJlOdKwv+11HMLIWYLIa4XQvwihHjZ7Vy0EOIyIUSYW/sHQog7gC+FELfXObUL2CeE0AshzmypGKX2KSATqSW/KC7gQPVhSfXXaICtm/90S6TGAk1fvdJuOA5A5ffatqiZ/olF8jEX6k5JtQKtltSR2lICz25wsKW+2lMpKYTPnEnwhAltrvaUe4+ZIzMTpaTEP8G0Jp0Og+eKvZbcLHQ0sAj4ANgvhLhQCDFXCPEW8F/gaeAst3sU4Engc2CTEGK0EEJf3V4IXAlcI4Ts7u/IAjKRquZ1wvlfv32uXdKkj4DgAJ2IXfK69jh0LJgG+CcWybdc2sKHkX6oJVVZUkjm+hVUFhcc0bm6irKOfHl/fVzAkn1O3trmoMRaT+2pY48l4rrrMAxoG98nuvh4jG5769nWB+bevfqUFG/1o35pwZeoRJ03awK2ANOAd1FrDd4DbFAU5X23e2zA9UAk6hBjLPBK9blYIAaYrihK259oJ7WaQE6kanqeahKpcEB/IHNLZUlxXqHmyrAA7Zmt+NqzplT0DP/EIvmWQ5ugNKUEQmVJIU9O7kPxoX1ez7913WRWL3mvSS+//oePeWpqf756/HqemNST9T983Oi5nJ0bmTexO1/OmwtAVWkRW5YvadLrHYl8C7y6xcEvB+upPRUZSdi55xJ68cUeK+V8zTRGu7m6q6oqcOdHeQ7rrQPyWvAldMCJqMmPHTWxKq/+862At2WLwYqiPIs6XcQKrEadMjIDmAR0Arp4uU/qQAI5kcoCnKj/+c2AoLpXavfO1dr14RHTfR2bjzig9G1tU9R/QAT5JxzJdxza2rONlUCoLC7g3Rum1ZtErf12ETtXLGvSS5vLS1j6xE1c8+YvXP/hKqbd9RLfP3d3o+fWfP0BJ191B7tW/oy1qoJ1333E0DMuaNJrNsc/+WrtqX1l9dSe6tWL8NmzCRo/Ho6geGVLESEhmIYO1bTZVq8Gh8PnsfiCl0TqpxZ+iTDUob1DqPM5rMB8YBXwtaIoc73cEySEuB/oA6AoSj4wB3gDeBm1JytOCOFZSEvqMAI2kVryi2JH/YYBj+G9z7ZpLg4eBsYA/T4oeUN7rI+DqCv8E4vkO7ZdmsPGEqkP77yEoRO8L0aoKi3i22duJyGtT5Ne2lpZzqRbnyKpl7ovXOc+QzCXFzd6zlxWREJqHyLikjCXFlFZnEdEXGKTXrO5bC74aLeTD3c6qPJWe8pgIPjkk9XaU16KTrYm04gRCGPtckvF6cS2apVPY/AVER6O3rMWVUsnUhHA1UAyEARkK4pyk6IozymKcnjvGiFERJ17ihVFeRD1g/k4IcS9wBPA2cB04FHgEuDSFo5VakcCNpGq5j68FwWwfNl7+y3mCu2YdqD2Stn3QKVbT0Lc7YDBL+FIPmLT7mnW2NDeWfe8zPEXeftADt/Ov42BJ0+l6+AxXs+7i07qyvAzLwLAabfz+/vPMDB9WqPnTKERVJUWYi4r4sCmf+g1+pQmvV5L2F8Jz290sDLXictL75Q+Pp7w//yHkOnTEWFhXp6hhel0mNw2B7Zv3ozSlE1/2yFjv34Ibb2vclpwxV41i6Io81E/YAcBwUJ4LTI2SQhhEEIEo86RAggG1gNvArcBnwGfKIpyi6Io/1UU5aEWjlVqRwI9kaqZWF5S/TUS0DkcdmXXjjXbNVeGB2giBVA4T3tsTIPIi/wSiuQjFu0er0F6QVADo1OxKd43sN296n/sWrWcidc/dsQhZO9Yz6OnpbDz75+YfOvTjZ4blD6NxffPILpzKtk7NtB9pO9Lkyw/5OLlTQ5y6qs9NWSIWnvqmGOgnkKfLcHYvz+6yEhNm23lylZ7PX8zem498zXq0FuLEEL0BjZVHxpQ92DdCMwRQujqXJcMXIU6lDcJ+FQI0QV1knqooiiHFPU/hkJtkiV1cB0hkVJQ50hZUd9vFMDKv77SfmQPGQv61h1G8Juq/0HVX9q2uDsJ/H/+Dsz8r5daUkf2FHarhS8enc20O18gODyy8RvcJPUewoxXvyexxwA+fWBGo+e6jzyBu388wLQ7XyAqMYUP77iYFy8+lvKCHG9P32oqHPDOdidL6qs9FRxMyJlnqrWnOrvXaWwZpmOP1Rw79u/HeehQPVe3byIkxNtGxZ+18MtcDrwuhDgLdRjOBnwEJAJbhRDbhRB5qKv59Kjza3spivILkFB9f91/AM8aI1KHFdC/SZf8olhQx7ZBrfkB6jcFy755fY/NZqn9RCF0EDHVtwH6UuGj2uOgfhDhXjJFChw1+3bXOtISCL+8/igpA0fR74TmrWoVQtCl33DOefANtv5vKeay4kbPBYVFsP6HT0jqPYTSvCzSRpzApl++bNbrH62tJTB/g4PNRfXUnkpOJnzGDILPOAOCWm4Bh757dwxu84Wsf//dYs/f1hj69kVoN5I2A9/Xc/kRE0IMBFYoipKH2tOVAKxSVPcoitIXGA6kKooSpShKOmABngVQFGU9ME5RlLqLlBy0YI+Z1L4FdCJVrWZiec168HgAc1W5M3PPRu3qvUAe3qv8FixrtW1xd/snFsk3XJWawyOtbr7++4/Z+r+lPDg+gQfHJ7D+u4/46vG5h8sT1Gf3P8v59pk7Dh/r9Op8PCF0DZ4DcDocOGwWXE4HscndSeo5kKpSbbUSX1ua6eSNrQ6K66s9NXo0Eddd57GNS3MFn6KdG+YqKcGxbVs9V7d/Xob1vkctTdBSdiiK8jWAoig2IF1RFM1qDEVRqhRFMdc5zlQUxVrn2H2H6HLAt12lUpvVEWYcbwVOBYpRP0WYUOdKlf278tutvfsdU/vTL+wU0EWBq9TrE7V7hY9B8uLa4+Bhag2tym/9FpLUilzF6tZA1Y60uvk1b/6Cy1m71P7bZ26n6+AxjJzyH/XpnU50XsoCJHTvy/u3nEN8t170OX4Cy16+n17Hnkbw/7d33/FRldnjxz93Sia9JyQhkIQqXVBsWDAWdHVjw7J+RdfeVre47ro/Xcs23XV11VVX17L2hgUDIioGgkpTFCmhE1oI6b1Oub8/nkm5M5MAIZlJMuf9es0r3Dv3Tp4EmJw8z3nOiYrp9jmAgiXzGD8zB03TqCkporJoJ5EJgW/dUtECzxc4ODbJxMw0ExaTMSg1RUURPns29qlTaV64EFdlZY8+j2XsWCxDhxrONS9b5rVMO2jYbFhGjvQ826vLerqu2z2Oi3vhZRfput7cC68jBoFBPyOVm6dXoIq6tZX0B/fy3qL5z21zOuzO9os1K0Se5/cx+k3dh9Di8Ztt4n2BGYvoew7jz4uDlUDwFDMknbi0zPZHSHgkEbGJRMQlAvD0VSew/ov3ve6LTkrjyr+/zTdvPcUTlx6NvbmRy/7yv4M+B1B9YC+pYyaTPHICZmsIP342l/Ezf3q4X3mf+a7MxRPrHezsqvbUyJFE3norttNOO/zaU5pGaHa24ZSzogL7IK1kDmAdPRrN+H2yo5bf+jUJokRnmq83g8EmJ1s7HVXRNhGYiFqDXwXw1IvrrswcMamjB0Pt+7D/0kAM0z+ir4a0V43n9p4DDZ8FZjyi76S+DTEdBS33N7h4bauzmxvE4UiPgIuyLER0kXvmrKigeeFCHDt3HtLrWSdNIvxiY95i4/vvY9/oq+D24BB+6aVYje14FqJ2ywkxYAz6GSm3tmmYStRujDBUlVvWrvnCuHsv8lzQQv06OL+qfQtaPfqXJT1K8PxTCCKtxtnHw52REt3b1wD/3uBg5YEuak8lJBAxZw5hl1yCFhnZ/YuZTNhmzjSccpaUDOogCqsVi0cfQXp/t54QfS5YfnoeQNWScqFypaB9ee/5LS5Xp4ZbpgiIONff4/MjB1T82XgqdBLEXBeY4Yi+02LMj420apgllup1S4tdPL3BQXFDF7WnJk5UtaeOO67L2lMhU6dijo83ngwLw+KdiD1oWEaNMlRuR/2S2/vNFYXoY0ERSOXm6Toq6RygzP0xEWD/vq2NB/bv2GO4IXaQBxU1r0KzR95F0p/BdJDfmsXA0uxdwPFwE87FoWl0wKtbnXxU6KDFV+0pm42wc88l8oYbMKd59Li1WFQ/Pw/m6GgiLruMiOuvxzx8eF8NPWBCpk71PJVPx+5qIQaMoAik3NrWOSpQieeRqCU+vl2xwBhVRJwLlmF+HZx/uaD0LuMpSwrE3+P7cjEwOfaDfmS1pMTh2VoD/1rnYF2F0+fslDktjYgbbiD0Jz9prz1lO/lkryrmnVnS04m89lrCL78cU0JCn43dn7ToaCyjRnmefj0QYxHiSAVTILUXVZvEQUfLmESAuW89vMFYnNMMsdf7e3z+1fgl1Htsjon/LVh9twoRA5RurBl4uNXNRc8s3OPihU0OKpt9zE5pGrbp09Vy3wknYJsxw/C8r3wrUP3oIm+7jdDzzvNPv78+FDJ1qmdvvVpgbheXC9GvBU0glZunu+iYlTIs79XWlNk3bfjGmFAScz2qU8AgVno3dC6xYrJB8r8CNx7R+zxqoknCuf9UtsB/Nzn4bK8Dh8s7ODJFRhI2axaapaOcn0vXeXmzap7s9HGPZjJhO/ZYou68U5VYMOYYDQya5mtZ7y16twinEH4TNIGUW+cq5zqqMGcIwCfznl5juNKarnbwDWatm6HqKeO5qBxVpFMMDo5Sw6EEUv73Q7nOEz862FHjOxm9s+/LXJQ3q+bJ/1rvYFOV73u0kBBCZ84k6s47CTnmGDANnLdyy8iRmGJiPE+/EIixCNEbBs7/vt5RiOqP1IqaStaAFICVX887UFqyu8hwdezN/h6f/5U/BA6PTgdDngQtLDDjEb3LYdxHIUt7geEA5u508vpWB/V238GUrut8W9qR0+Zwwce7nDyzwcHeet8BlSkykrDzzyfy1luxjB3bV8PvVSHTpnme+t79EGJACqpAKjdPd6C6ewO0lX1ub9++YtmHxlmpQZ90DrjqoPT3xnMhoyDp4cCMR/SuVmM7SZmRCqz9jfD0BgdF9S6v59ZWuKixe99T74A3tzl5ZYuDimbddxJ7YiIRV1xBxLXXYvZoeNyfaJGRvgI+mY0SA1pQBVJubcFSKeoXxTAgDuD9dx7Z6J10PshLIQDUvg6N3xjPxf8SwmcGZDiiF7VsMBxGD8CUmsEmJUwjNcIY0DY7dD7b6x1cdVbSBC9scvBhoYOGLma1LMOHE3n99YRfeikmz7pU/UDIlCloxmXIRlR+lBADVjAGUkVACao4Z4n7XBpATVVpq3fS+Q0M+qRzdDhwHbiajKdTXpbaUgNd03eGQ7NJIzIYWpX3UxYNzs8wY+q0Y83h0vl4l6Obu4y21aiK6ov3OWn1UbMKwDp+vNrhd+65aOHhRzzu3mL1XtZ7F5VmIcSAFXSBlLs4Z9us1H73x0SCOekcoHUrlP3BeC4kC5L+GZjxiN7RugE8loJkeS9wTkszkRhm/P5/c8BFYd3hv9Z3ZS4eX+fgu1InTl8J6WYztuOOUzv8Tjkl4Dv8zJmZ3tXbZVlPDAJBF0i5rUN1GW8AavBIOi8r2b3fcHXsTf4eX2BUPQWN+cZzcTdDxKzAjEf0Ahfqn3oHqW4eGBlRGtOTjbPbxY0uVpV0v6R3MIuLXDy5zsGW6i52+NlshGZnE3XHHVinTu2yTU1fs02f7nlqI7AyAEMRolcFZSCVm6c3A23JI15J58uXfWhcD4n4CVj6bwJn79Gh+Fpw1RtPp7wIptiAjEj0Ao+/zxiZkfI7mxnOG24Mouwunfm7nBxZGKW0uuCjQif/2eigqIuef6aoKMJzcoi85RZfzYL7lCk+3lffwBdQZWiEGNCCMpByO7yk87hf+n2AAWEvhNLfGs9Z01VJBDEwOYzty2RGyv/OTjd7LakuKXJR2dLFDT1Ua4fXt6oyC1Vd7fBLTibiyiuJuPpq775/fcQ2Y4avSuav+OWTC9HHgjmQ6jbpvGD918b+e3G3gjnRrwMMmOrnoeFz47mYqyHqisCMRxwZp3GlWmak/Gt8nMaEeONb7c5aF9+X98ZclG/7G+H5TQ4+3uWg0dHFDr+sLCJvvJGwiy9Gi43ts7FoUVFYp0zxPP0sKq1CiAEvaAOpgyWdv/3qgytcrk5bYkwREPdrv44xoIqvB6fH+1zqS2CbFJjxiJ5r3WE4lGRz/0kMhXOGGZf0mhw6C/c4/fL5N1fDU+sdLClyYvfRcgYgZNIkon7xC0JnzUIL6/1CvLYTTkAzG74HLYBMcYtBI2gDKbcuk843bfimakvBSmMphLhfBE+ukGMflNxhPGcKh6EfBs/3YLBoKTAcSi0p/7CZ4KIsCyFmY+D62V4n9T4Kb/alVaUuHvvRwQ9lTp9NkTWzGdsJJ6iWMzNmgKWXamSEhqoWNkb/Aw74uFqIASmoA6mDJZ2/9coDXxlyDMzREHen38YXcLWvQ9XzxnMhoyDtDVTMKQaE5rWGw1CLhi2o/+f7x3kZZhJCjf9P1pa72FwduPzqz/a5eGKdg+1d9P3TQkMJO/NMon7xC7Ucd4Q7/GzTp6PZbJ1PuQCpqSIGFXk79Z10ngjw4/dfVmzb8q2xNHT8r8AU5c/xBVbpndC0yngu8jxIvD8w4xGHr2W11ylJOO9bJwwxMSbW+PZa3ODii33+WdLrTqsL3t/p5PkCB8WNXezwi4kh/MILibzpJiwjR/bsE1kshBx/vOfZ94AdPq4WYsCSQMqYdN6WK5XR9uS7r/35K8PV5jiIvc1vgws4vRWKLgFHqfF84oMQcV5AhiQOk6sedOMPcMmT6jsZURqnphrfWhsdOh8VOumiEHlAVLfCq1ucvLnNQXWL74GZU1KIuOoqwq+6ClNKymG9fsjUqZgiIjxP/71noxWi/wr6QMqddN7WaG4v4ASigHiAb1cuKN257YfNhpvi7wKt/7Rd6HOOIth/GegebSzS3gDrqMCMSRwevdFwKDv3+kZsCFyQaWwBo+s6ubuc1Po5L+pQ7WuA5woc5Bbaae5ih5915Egib7qJsAsvRIuJOfiLmkzYTjrJ8+wiYO0RDleIfifoAym3DUAlKvHca1bqvTf/usxwtSUpeKqdt2nMh9K7jefMsZD+EZiiAzIkcRicVYZDWdrrfWEWuGykhXCLMUhdVuxiV10/morqQkE1PLHewbJiJw4fO/w0TSNkyhS1w+/MMyE0tMvXsk6YgMm7pMIjvTleIfoLCaSA3DzdBXztPtyLWuaLAWIBli/7oHh34YZthpvi7wbNkEQ5+FU9ATUejdptEyE9N/i+FwONo9hwKEt7vcuiwewRZuI9ksu3VbtYcYQtYPxt+QEXj//o4MfyLnb4WSzYZsxQO/xOOAHMHk3dTSZsM2d63rYSWOZ5UojBQAKpDj+iSiC00rGDr31W6oN3/m58E7CmQcz1fhtcv3HgRmg2VoUg/DRIewcw+7xF9AP23YbDGJmR6jUa8NNMM0MjjG+nJY0683cHPrm8J1zAp3tdPLXOwc7aLhLSw8IImzWLqNtvxzpxYvv5kKlTfTUnfhhpByMGKQmk3HLzdCcds1J7UO8lcUA0wNIv3ti3b8/mQsNNCb8Hgqwoj94IRRd4zXAQdSGkPO/zFtEPtBrT/GRGqvdkDzUx1mOHXk2rztwdDloH1mSUl2YXvLfDyQubHJR0tcMvLo7wSy4h8sYbsYweje200zwvWQnM98d4hQgECaSMfgDqUJV329rGtM9KzZv7WL7hautwiLvdb4PrN+y7YO853pXPY6+HpL8FZEjiIJqNHY+irBpmiaWO2PQkE9OTjTOxzQ4VRNU7urhpAKpsgf9tcfL2dge1rV3s8EtLI+LKKzFFeZWHuQeZjRKDmARSneTm6Q46dvDtRv3nT0Dt4uPzT17cXVy0fY/hpsQHwJzkz2H2Dy3rYN9PwdVkPJ/wh+BqpTNQNH/ndSoqyCZTe9vURBNnpBuDKKdL58NCJ+XNARpUH9tTD89udPDJbgfNh1bLYQmQf9CrhBjAJJDytgbVMqYZH7NSb7/20BeGq82xkPQXf42tf2n6CvZf7l0WYcjjED0nMGMSvjn2gMeyjJRA6LkpCRqzhnnnBH6yx8me+sE/+bK+UueJdQ6+6WKHXycv+2tMQgSKBFIecvN0O7DCfbgHNSuVCESAypXavHGFMds65gawHe3HUfYj9fNVArqn1Jch6mL/j0d0TTdOk0gJhJ6ZFK9x7nDvXnRLipwUVA3+IKqzr9w7/LZX+0wG2w284echCeF3Ekj59i3QBDQCZe5z7bNS/3nytsV2e0tHeT3NBEOe8usA+5WaV6D0d8ZzmgXS3pOZqf7EVWs4lITzwzchTuMnw71nopbtd7KqdIBnlveQC1XF2Ier/ToQIQJEAikfcvP0FtROE+jIlUoCIgEKt6+t+yb/fWPrmPBTIOoyfw6zf6l8FCo8epFqZkh7Lbha6vRnHm1+ZGnv8IyL0zgvw4zm0cj3m2InywdYrajelB6hee1aRO3Sk7pRIihIINW1Vajdew2ohsYa0N4P5bknb19RV1tRbbgj+VHQwvw4xH6m7HdQ9Zz3+ZRnIP4e/49HGDn2Gg5lae/QTU00kZNhbP0CsPyAk68OBG8QpQFne+eKVSCzUSKISCDVhdw8vZmOHXw7UbPXsUAyQGNDjWPe3Mc/M9xkHQ4JHktcQUWHkluh4lHvp5IfltIIgdZqLM4fbZUZqUNxcoqJWcO8Z6JWlThZVhy8QRTAsUkmksO8/h09CFT7fTBCBIgEUt1bjnpDaEElngOMwP19e/+thzcX7d1iLNIZ/3uwDPfjEPuhst9B2X3e5xP+AEOeRv0eK/yuZYPhUGakuqcBZ6ebODnVOyfq21InS/YHdxAVZYVTUr1+hKwDfExLCzF4SSDVDXddqbZZp72okgihwHBQXd1fevY3i1yuTvt/TWGQ/A9/D7X/qfgrlPzS+3zc7ZD6CuC960n0seY1hkOLSSNC/hp8MmtwQaaZaUneQdRXxU6+LAruIArgzHQzId5VXW8FBlEpUiEOTgKpg9sMFKI2p+xwnxsG2AC+W7WwdN0PXxqrHUZfDmGn+nOM/VPVU1B8Hegee3piroZhn4E5ITDjClYtP3rVkpKde95sZrhspJmj4oxvj7qus2iPk2+COCeqzYhonwnmL6Bm8YUIKhJIHURunq4Di1A798pQS31mYGTbNc88dvOSluZGY4nvIU8hsy5Azf9g/89AtxvPR2RDxrdgm+j7PtEHXHhOFkjzYqMEG1wzxkJGlPGt0eHSmbfLydoKCaIsGpyd7jVTV45qBSNE0JFA6hDk5uklQNus0zZUUJUMxACUHChs+vLzV5cYbgqdAon3+nOY/VfdXNh3gXc7mZAsyFgBkRcFZlzByFVvOJQZqQ4jozWuHmshPtT4PWlx6szd4WRLdXAV2+zKiSkmYm1e/27uBioDMBwhAk4CqUO3BFWkswEodp8bjTtz+qVnfr2msmK/sVBPwn1gm+bPMfZfDZ/CnlPBXmQ8b4qE9A9Vz0JJQu97zgrDocxIKScOMTF7hBmbR85Pg13nrW0OdgdB25dDkWCDE5K9fmx8BbwagOEI0S9IIHWIcvP0RlQwBSpnyo4q0JkCYLe3uF585tcfu1ydOnlqFlWQUrP5e7j9U/N3sOtYaFrh/VzigzD0fdAi/D6soOIwBrLBPiNlNamk8tPSvMsbHGjUeWWLg5KmLm4OMhpwXoYZs8nwfXKgEswl0hRBSwKpw/MdqjinHdjlPjcCdzLU10vf27982YfGar62CZAYpE2NfXEegD0zodpHL9Ooi9VSn3Wk93Oid7TuNBwGcy2pBBvMGWNhXJz32+DGShdvbHVQZ/dxY5A6cYiJtAiv79XjwMYADEeIfkMCqcOQm6e7UInnAPtRy3xWILPtmif+fs2y8tK9xYYb438DYSf7aZQDgN4KB65X5RF0j53SoZMgay3EXB+QoQ16LZsMh8G6tDclQePnR1m8iknquk5ekZP5u504ZI6l3ZAwmOFdM2oL8FAAhiNEvyKB1GHKzdN3okoi6MB29+mhuBPPW1uaXM88fvNHToe9Y8+/ZlK1k2TZyqjqKdh7Djg9clRNkZD6Igz9CMyJgRnbYNXyveEw1KIREkTvAqFmuCjLzLnDLViNS1Q0O3Tm7nSyOkibD3fFrMH5GRbMxqVPJ6oNTGNgRiVE/xFEb6G96jNUbkAVcACVPnAUqiwCa1Z/WrZ08Zt5hjtCRqpefMKo8UvYNd2r6jYAURdC1nqIONfvwxq0mr/1OhUsFc6HRWhcd5TFV/0jSpt0XtvqYGetTEN5OjXVRJJ3G5i/AasDMBwh+h0JpHogN0+vApa6D7ehKp6HofKlAHjm8ZtWFO/fscdwY9ytEHG2n0Y5gNh3wq4ToOp57+csKTBsIQx5JrgbQvcWV61XgdSYQZ5wbtZUMPCz0WafyfVrypy8tsVBZUsABtfPDYvQOM57l94PgCR+CuEmgVTPLUe1jXHSsdQ3FIgDcDjs+pN/v3ae3d5iTFdNeRlMsf4d6UCgN0DJLbAvBxyl3s/H3QaZP0DoMf4f22CjG7ehDeade2nhGteOtXBSihmTx668RofO+zscfLHPJflQPoSY1C49j92MLcAcoDUwoxKi/5FAqofciefzUDv4qlHJ56CW+CwABeu/qvpswQufG260DnVXPRc+1c+HwknqoyfbWMhYCcmPgSnK/2MbLJxVhsPBuLRnNcEZQ03MGWMm0XtZil11Ll7e7GC7LOV16ax0s6/Cm/ciu/SEMJBA6gjk5ukVwBfuwx2oxEsbMKrtmheevvO7vbsLdhhujJkDUZf4a5gDj7NUzUwduBlcDcbnNIvaBTliC0T/X2DGN9A5DhgOB9vS3qhojRvGWZie7F0byqnrLCly8s52J/VS2qBLk+M1JiX4LLz5hP9HI0T/JoHUkfsW2IlqZNa2xJcCJILaTv343+bktrY0GTMwUl4C6yhEN6r/C4VToclHTqslFdLegOH5YJvk/7ENZPZdhsNoa2CG0dtiQ+DiLDOzR1p8BofFjS5e3eJglezK61ZyGJw1zKuXXj3wc1QqgxCiEwmkjpC7qfHHqNyBWlTeFMAYVI0pdmz7vjb3gycWGm40x8DQDySB+mDs22D3DCh7AFw+soHDT4XM7yH5CTDF+H14A1LrVsPhQM+Rspkhe6iJG8dZGONjR57DpWahXtvipFSqlHcrxAQXZnqXhgCuR/3CKITwIIFUL8jN02uAT92Hhajf3kJQwRQAr79077rNG1esM9wYOhlSnvPXMAcwB1T8CQonQP0n3k9rFoj/pVrui7kG6dl3EC3Gf4ZRVvD+udn/mYBpiSZuHm/huGSv1iWAyoV6abOahZJsqIP7yXCzV9Nm4GngvQAMR4gBQQKp3vMjHUt7m1FLfUnAEFBLfH+574IFlRXFxi1pMVdD7M1+HuoAZd8B+85X+VOthd7PW4aowqeZayEyx9+jGziaVhkONU0jaoAt742M1rhunIWzh5kJt3gHUI12nfm7HLyz3UmVlDU4JMckmTjKu13Ot8BvAzAcIQYMCaR6iXuJbwEq4bwe2O1+ajQqAZ3amjL743/7v/daW5uNb+3JT0LodD+OdoCrnw+F46H8QXA1ez8fOhnSP4aMVRB+lt+H1+85doNunJ8ZKAnnI6M1rh5j5tKRFhK9Z05wunRWlTh5fpODjVUyB3WoUsM1stOMPw50Xa8CLkWlLQghuiCBVC/KzdPrUcEUwB5UzpQFGI97vWndD0sq3n39z/MMN5psMPRDMA/x32AHOr0Zyh9SAVXdx76vCTsOhn8Ow7+GiHP8O77+Tjf+bOzvJRBGx2j8fKyFS0dafDXOBWBzlYsXNjlYst9Fi6REH7IwM1yY5b00qmnaHDp+IRRCdEECqV6Wm6cXAOtQS3ybUK1kYoCRbdfMffNvm1evmL/ccKM13Z183s9/ovU39kIouhD2/sR3mxmA8Bkw7FPIWO1e8hsYsy99ylVrOIy29s/vydgYVVDzkhEWUsJ9j7G4wcUbWx3M2+WkWspEHhazBhePMPuakXwE8JGQKITwpOm6TH/3tpxsLQy4GYgFEoCJqJ/eBUApgNVqMz314ro5Q4eNyTTcXP0iHLjRn8MdREwQfTkkPgQho7u+rGUTVD8LNa95BRRBI2sD2Ca0H/5Y7uLTvf1jGifEBJMSTExLNJHgY/muTVWLztfFTlnCOwLnZ5iZGO/1+3Q+cCbql0AhxEFIINVHcrK1VNSWYQuQBWSgarCswd0xPXXoqPDHnl19U2RUnHHffskdUPW0fwc8qFhUEn/iH8Ga2fVlrgaofROqnoWWH/02un4hfSFEdjSDLqx18e6OwAZSCaFqF97EeBM2c9cBVGWzzvISJxsrddmJdwROHGLitDRjvShd1/dqmnYcqhm7EOIQyNJeH8nN04uBttpRu4AqwIyanTIDFBdtb3zy79e+7bC3GmssJ/8Lwk/332AHHQfUvAw7RkPxtdC6zfdlpgiIvQmy1sLwbyD6KtBsfh1pwLRuNxwGqpaUCZX/dMUoMzeOs3JMkrnLIKq8SSd3l4MXNjnYEARBVGWRj52pvWRsrOYriGrQNO2nSBAlxGGRQKoP5ebp36M6peuoZb0WIBzVjw+AVcs/Lnn3jT9/ZLhRs8DQ9yFknB9HOxg5oOYV2DkO9l/ZdQ4VQPhJkPY6jNwHSY9AyHi/jTIgWo3t0vydbJ4arnFWuonbJ6r8p8yort+KSpt0Pip08OJmBwVVfRNANVRX8I/zx1C1f1f7uYKlufzjp2O5d3oYz1w9g9Kdmw76OmtyX+MP00K8HmtyXwPgu49f5YlLj+ahU5N4+w9X0VBVDsCBbet5+Jws5j18BwCNNZUULMnt/S8USAnXOD/DK4jSNU37GaqMixDiMMjSXh/LydaswHVAKhANHI0KYAvptCPm9w/MPX3GabNPNdxs36eqejv2+G28g174TIi9DaIuUgFrd1oKoO599WhZ75fh+Y3tWMj61nDqqfV2GvswKyY2BCbEm5gQZ/JV9NHApetsrdb5vtzFnvq+fY9qqCrn1V9dxN71q/jdgq3EpWVSsXcHz8w5iQv/39NkHXMq8//xK2pL93PL//K7fS2HvRV7c2P7cWtjPf/+2XHc9trXVBYV8vpdl3LVP98jcfhoPn7kTlrqa7n55SUs/Nc9xKdn8fWbT3LHW6tZk/sak866hKiE3t3JG2WFa8ZaiPTeXHAX8HivfjIhgoTMSPWx3DzdjqoK3IQqh9DWnyMLdz8+gEf/fMXSndvXbjbcbE2H4V+AOclPow0CjUth/2WwI0O1nbEXdX2tbTwk3g9Z6yBrMyT+BWxH+2ukfatlrVctqb5Y3ksKhROGmJgzxswtE6yckuqzcna7RrvO8gNO/rNR7cLr6yAK4O0/XMWUWZcZzpUWbmbWL/7M5LMvJSphCMfPvpl9BWsO+loWawhhUbHtj+8XvMGE7AuJTx/B9wveYPqF1zH6hDOJS8vg3F89zK6139BQXUFTbSVJGWOISkihqaaShqrSXg+iQkwwe4R3EKXr+gvAv3r1kwkRRCSQ8oPcPL0KeB+1xHcA2Od+ahwQAeByOfX77z77w5Liwn2Gm0PGwLBFYIry44iDgGO/ajuzIxP2XQwNi7u/3jYWEu+FrB9gxDZIeljNbmmh/hhtH3DguSkrpheW9ywajIhWy3a3TrBw/TgrM9PMDO2i9lObogYXC3Y7eGajg2XFLurs3V7eqy6+71lmXHmH4dy4U8/j+Nk3tR+X795KwrCRnrd2y97SzPK3n2bmdb8D1PJhbMqw9udNJrW8ZjZbCAmPorFGBVR7N6xm1HFn9PTL8cmiwSUjzAzxKCHhdDqXapp2Owz6lDMh+owEUn6Sm6fvAD53H+7AmHxuBVX5/L67znjLq41M6DRIzw2eRGi/ckD9R7D3LNg5FiofU0uq3QkZBQn3wPAlMLoahi+FxAcHXmDlajAc9qS6uUmDtHCN45JNzB5h5s5JFi4baeGYJJ+1iQwqm3W+KnbyfIGd17c62VCp4wzAj/P49BHdPu+wt7LstX9xwqW3HNbr/vjpOwybdBxxaZkApI2ZzKZlC2hLp1iT+yrpE6cTGhXDxOwLmfvADcSmZlC8dR1Zx5zSo6/FFxNwQZaZDI88NIfTucNsNl8M+DFsFWLwkRwpP8rJ1jTgAlSelAU4BggDqlFFPF0AmSOnRP31sbzroqLjYw0vUDcPimajqiiIvqNB6PEQPRuiZoM149BvdTVD80q1hNi4FJrXgKu+rwZ6ZEZsh5COWZbvSp0sLnJ1e0uICdIiNIZFaqRHaKRFaFgPo+Nxg11nc7WLDZU6xY39673nD9NC2nOkOvv0iXvYtnIxt7++ArP10JsSPjPnJM685X7GzlBV9RtrKnntVxdhb2nCEhLKnnUrufRPLzPt/KsAaGmoo6m2ii3fLGLnd/lU7N3BNU/OIyox5Yi+rp9mmJngUSvK6XRWms3m44Htvu8SQhwqCaT8LCdbswA/B9JRy3pTUUFVObAR9xT7hMmnxt//8CfXhYVFRhheoPp/cOA6fw5ZhE5XAVXUpRCSdfj3txZC6wZoXq+S1lvWQ+tWAj4RMHwZhHfMfGytdvFhoQrSNSDWBsmhGklh7keoRpxNNTk+HDUtOttrXWyv0dldp9N9qBY4vgKpbSsX8+bdl3Prq18xZMSh7+Qs37OdZ6+ewb1f7PMKvsr3bOer1/9F4Zpl/GruWkzmjh10+a/8k8ypJ/Ppk/eQPmE6CcNGcuJlhzcT1tlZ6SaOSTLu0HM6nfVms/lU1I5iIcQROsi2JdHbcvN0R0629i7QloCxAZiMSjwfA2wB2LhuWeW/Hp7zxm/ve/vnISGhHWt6sdeCswLK7vbzyINY87fqUfZ7sE2DqEsg4kwIPQY088HvD8lSj8ifdpzTW6Fliwqq7NtVzpZjPziK3R9L6POZR/tuoCOQSovQyMk0ExcCiWGHN9PkS0Glk+UlLsp99JUeCCr37eTde6/hgj/8+7CCKID1X7zPUaf8xOcMVnRSGhvz5nHRfc8agiinw4GjtRmX00H80CxSRk6gpqybzRAHcUqqzyCqxWw2n4MEUUL0GgmkAiA3T6/LydbeQs1MVaNqTE1AlUiwAzsBVn4978BzT97+1m2/fm6OxWLt+LtK+C04y6Hy7/4eumj5Xj3K7wVTNISdrHKjwmeqXLZDCaxA9VQMnaQevugucJZ2CrDKVKNmvcX3w9UCtKo8OlMkaJGq4Kgp0v2IcJ+LBHMCWIaC2biBIdKqMT6uh8FTywawZIG5YwLVhTZggyh7cxOv/vJCxs/MYfzMHFoa1fJsSFgEmqbhcjoNQZCnrcs/55ica3w+t+LdZ0jKHMuE0y8wnC9YMo/xM3PQNI2akiIqi3YSmdCzZb3jkk3MSDGOz+VyOV26fpEZvunRiwohfJJAKkBy8/TinGztbeAq1LLeFmAsMBwVTO0FWPzpy3uiouLnXnPTI1eYTJ1KPic/omamal70/+CF4qqFhoXqAT4Cq6kHr1XVFc0ElhT1YFovDbiX6K3Q9B00fQVNX0PjN+CqgtS3IeaK9ssyo/pnI+RDsXXF55QWbqa0cDPffvRS+/m2pb+nrzqB06/7PZPOmu11r725ib0bVnPRfc96PddUV03+q49x7dMLvJ6rPrCXSWfNxuVyYbaG8ONnc7nxv597XXcwRyeYyB7qEUTput7Y1DwnMiL808N+QSFEtyRHKsBysrWxwOWozTXDgLbs3y1Acdt1V9/48OTZP7vnIsPNugsO3AQ1LyH6IS0EQo4C2yT3Y6L6aB0e6JEdOkcJtKzryO1qXgetBWp2zFNYNmR8aTj10iY7ZQN0VmogOibJxFnp3jNl5ZXVdybGx/47AEMSYtCTQKofyMnWjgYudB+OQM1K6ajk8/K2627/zX+Pn3X+jed4vUDpXVApRYkHDFMM2Ca4g6sJapnNkuZ+pIJ26DvDeoXuUoGRqxbqF0Hzd9C6WQVOztKD39/Z2FbD+POKnKwu7a/p5YPL8ckmTh/qHUSVVVQ+lJQQ/6DfByREkJBAqp/IydZOBGa5D8ei8qVcqLII1W3X3fPg+6efdOolp3q9QPmfofz+vh+o6GMamBNVQNUeXKWBOV7lP/l8hLhzo2wqV0qvVyUXDI+GjvPOWnAUqYezFlzlBx/WocraoIJDt8JaF+/ukHIdfW1GiolTUr2DqJLyiseHJCbcFYAhCRE0JJDqR3KytTNQ26g0YDyQhNq6tRaoA7X1/PcPzPUdTFX9G0p+iRQpFgGT+Agk/r790OHSeWKdA4f8k+wzp6aaOCnFO4jau7/40WFpqb8LwJCECCpS2bx/yQPWoCKhTXRUP58MhAPous4jD85e8uWiV77wujvuDkh9xX2LEAFQ/ayhh5/FpJEeOXCTzvu77KG+g6hthbsfkSBKCP+QQKofyc3TdeATVDkEF6rGVC2qhcwU3MEUwJP/uHZ57gdPzveaUYy5Goa+L+1kRGA49oCrznAqawDv3uvPzko3cVyydxD1Y8GWv43OyvhDAIYkRFCSQKqfyc3TXcCHqFpSTmA90ADYUK1lItuuffGZX33/7ut/ft/lchqzeaMuhPRPQDMWRRfCL1q+NxxmRcvbTG8ya3BBptmr2Kau6yz/7oe/Thk/9t4ADU2IoCTvcP1Qbp7uAN4BilA1pdaicqRCUMFUTNu1b73ywMb/Pf+7dxwOu8PwIhFnwPDFYIrz06iFcKt9y3CYHKYRIRXrekWoGa4YZWZcnPGt2+Vy6V9+vfIvJx079b4ADU2IoCXJ5v1YTrYWDvwfMBSV+DQJiEXNVG0EKtuuPfPc64bf8stnrjS0kwHV323v2eA84K9hi6AXAmOboVNPvgW7HWyolPeaIxEbApeNtBAfalwqdbpcri/ylz9wzukn/yVAQxMiqMmMVD+Wm6c3Aq8Bu1DB0zqgAhVUTUTt6gNUBfTH/3bVq81NDY2GFwmdBBnfQMgEhPCPVtXWppPMKHmrORKp4RpzxngHUS2trS3zPl38KwmihAgceXfr53Lz9BbgTVSl87YE9FLU3914oL0Z1/JlHxT/7f4L/9fQUGPM9g0ZAZkrIdJYGF2IPtO41HAoCec9NzpG48rRZiKsxu9hXX1D7UtvffDzS847WyqWCxFAEkgNALl5uh14D5V4rqN29e1H1Zs6Ckhvu3btmsXlD/7+nJdra8orDS9iioT0DyHxQfdtQvSh6v8aDiOsGslhARrLADYt0cTFWWasJuP/2dLyipKH//3fy277+c/eCdDQhBBukiM1gORkaxrwE2C6+1RbOxlQy3+72q4dnjkh8v6HP7kieUjGUK8XqvsYiud4bVMXoleNbVFV192WFDlZJe1iDolJU+UNpiZ6lzfYsXvvjocee3rOa0/9fUUAhiaE8CAzUgOIu87UQuAr96md7gdAJjCq7do9uzbW33nDlFcK1n+91uuFoi6AjJVgHeX1lBC9pmWr4TBTlvcOSYQFfjbK7DOIWrNu4w/X/+a+SySIEqL/kEBqgMnN0/XcPP1LYLH71B5gK2rJLx0Yh/vvtbGhxvGHX5368aIF/13kcjmNU4+28ZC5GiJmIUSfqJ9vOBwWqWGRWKpbqeEa14y1MCzS+6150ZKvF1/3m3svW/rBqz8GYGhCiC7I0t4AlpOtHQuch0p6GoLKl9JQ1dA3Ai1t157z01uyrrv1n5eGhkYYM1V0J5TdA5X/9Nu4RZCwpMPIPYYyCO9ud1BYJ+85vhydYOLMdBMWj3wou8PheOP93Hcf/c/LdxfkLygO0PCEEF2QQGqAy8nWJgEXoWahYoEJqJYyrXS0mAHgqAknxd7zwNwr4hPThni9UM1bcOAG0Jv8MWwRLEbXgDm6/XB1qZO8IsmT6syiwaxhZiYleM9C1dTV1/ztqeefnf/5kr8X5C+oCcDwhBAHIYHUIJCTrY0BZqMqn4eiakxFosolbAPaf4uNjkmyPvjIwgtHjT12vNcLNX8PRbPBXuiXcYsgMOxLiMhuPyxt0nl5s6ObG4JLnA0uyrKQHOa95rlrb9GuXz/wyD+37Ch8qSB/QXMAhieEOASSIzUI5ObpW4EXUZXOm4Ef6Kg1NRYYjbvmQW1Nmf2u246bu/SLN770CqJDp0HmjxBznR9HLwa12rcNh8lhGpHSLgaAyfEa1471HUQtXb56+ewbf3n3lh2Fz0kQJUT/JjNSg0hOthaGmpka6T41HMhCBVHVqLwpe9v1F1521+irrvvLJV5tZQDq5sGBm8BZ1sejFoObtIvxFGqGc4ebGRvr/XtsS2tr6/OvvzfvudfeeR5YUpC/IHi/UUIMEBJIDTI52ZoJOBM4yX0qAbWTz4KardoA1LddP2XaGQl33fvWz2LjkhO8XsxRovKm6hf0+bjFIDZyH1g7ypltrHQxf7czgAMKnIxIjfMzzESFeM9ClVdWlf3+L4+9tWLN2lcK8hes9f/ohBA9IYHUIJWTrU0GclABVDgqbyoclTe1GbX0B0BcfErI3X98Z9bEKadN8/li1S9A6W/AVe/zaSG6lfo6xFzVfthg1/n3huDKkzJrcGqqieOHeNeGAlj1/bo1v/3TPz6oqKp+vSB/wT4/D08IcQQkkBrEcrK1NOAKIBoVUI1DzVAB7EUV82z/B3DJFb8fe9mc+34aFhYZ4fVirTtUNfQmqQMoDlPYyZDxleHU/zbbKQmSDaIJNsjJtDAk3HsWqqm5uek/r73z8Ytvvr8YeLcgf4H8tiLEACOB1CCXk61FApfR0UomC8hw/7kW2AS0/0hLH35UxN1/fOenWSOnjPV6Md0JFY9A+UN0SrUS4uCCsF2MCThuiIkZKSavXnkAO3fv3XnXQ/+Yt2VHYR6wqCB/QXCudwoxwEkgFQRysjUzcA4dPfqSULv5LIAT2IFqggyApmlce8s/p5534e3nWK22EM/Xo/l72H8VtG7q87GLQSJzHYROaj/cVefine2DN25ICdM4d7jZ5yyUw+l0frzoy8UPPvb0106nK7cgf8G6AAxRCNFLJJAKIjnZ2jGopsdmwIaqhB7nfroC2IIq5AnAuIkz4n59z2sXpaSNGOb1Yq5mqPgzVD4GeovX00IYJP4FEu9tP3S4dJ5c78A+yCalrCY4JdXEsUkmTJrvhPIH//n0B3nfrNqEWsor8f8ou6dpmhmw6breGOixCDEQSCAVZHKytaHAxXTkSqUDI1ArEXZUMFXedr3FYtXuvPvlGaee8bPTTSaz937t1u1Q8ktoWNjnYxcDmCVN7d7rFFy8t8PBztrB8/6TFaUxa5iZWJt3AKXrOt+s/n7Vb//86OLauvofgE/6qj6Upmk3AvN0XT+s2iWappmAs4AHgQhguq7Lb0lCHIwEUkEoJ1sLQb1hti31haMS0aPcxweA7UD71qoTT7ko5ZZfPntxXHxKks8XrV8AJb8C+46+GrYY6EZXgzmm/fDbUidfDoJ2MWFmOCPdzMR43/WNS8srSh/9z8u5nyzO34kKoPp0KU/TtCeAz3VdX+g+jkX9/56FypG8Xdf1eo97pgBnALehdvtu0uWHgxCHRAKpIJaTrY0GLkC1k9GATFRSuoaqObUJaO/vFRkZZ7nrvjfPmDb9nBM0H8sWuFqg8lGoeBhkVUB4GrYYIs5oPyxr0nlpALeLMQFTk0ycnGIizOIjF8rhcC5a8nX+/Y8+9U1zS+su4KOC/AVVfT0uTdP+H/CZrutrNE0bB7wHvAO8BHwPjPJctnPPRqUAnwIPoGapR6OK+1qAv+q6/mVfj12IgUgCqSCXk62FA+cDbb33YlC5U2Go0gh7gV2o+lMAnHTqJak/v/kf56ak+sidArDvgdK7oO79Phy5GHCir4W0lw2nntlgp24AbgAdGa2RPdRMQqiPXyiAwj379v7p8Wc/XvXDujIgH/iqIH9Bn0+/aZoWAzyOml3+pa7rxZqm3YvaoZsL/EnX9Wvc194KjHI/14DqyXkb8HNUzmSNrutOd5ClywyVEL5JICXIydY0YDIqEd2GSkYfBaS6L6kHtqLecAG1s2/ODX+bfN4Ft58dFh7lXXcKoOFLKLlDdvcJN4u7DELHEtgnux2sH0DtYhJDIXuomRHRvpfxmppbWt9fsOizfzzz0g9Ol6sS+MCfBTY1TTsFuA54Tdf1JZqmWYFXgL8Cj7nPv+1xTzZqVtoG/Br4N+r//xXAbF3X5T+wEN2QQEq0y8nWYoGL6KgzlYAqk9BWAuEAqohn+86++IQ02y/ueuG0acfNOt5nMrpuh6p/q9pTrlqvp0WQGbkHrB0TmQVVLnJ39f8yCGFmODnVxNRE37vxAH4s2LLpgUf/vXDrzl31qMbhiwryF/g1WVvTtAnA71BB0RuoGeZ8oAi4G3hM13Wnxz0vAO8Ce4D/Ac8Bq4EvgAm6rtf57QsQYgCSQEoYuHv1nYBKPDUDVlS+RAoqd8qBWuorolNV9GnTZyXdcPsT56YPPyrL5ws7ylT+VNWzoDf06dcg+rGUVyH26vbDRofOU+v7b56URYNpSSZOGmIi1EceFMDeouLS/7z2zoJ5i77cC1QBCwryF/ht14WmaUOBJ4E6YAVwCvAfoBDV1SAcmICacd6v6/pvPe6fBmQDy4CHgMtRO3tjdF1/0k9fhhADlgRSwqecbG0I6s10iPtUNCr5tG1nXwOwDahuu0fTNC676t5xF1x61zmRkbHRPl/YUQaV/4SqZySgCkZhMyDja8Op/tguxqLB0YkmThhiItLqO4Cqrq1rei/30y/+/dIba50ulxMVxCwtyF/g96wvdx7THaim5EejZpOXoX4JGg/8DTgWtVR3tY/7nwJWArcAbwLJqNkr2TUixEFIICW65K6IfjxwGmqpAFTe1AjUTBWo5sc7gPYljKjoBOvtv3n+5ONPyplhtlh9d2l1lKuAqvoZaYYcbMa0gKmjYP7S/U5WlvSPMghmDY5OMHFCiomoLgKoVrvd9dmSr7995OkXvqyqqbWjkrRzC/IXFPt1sJ1ommYBPkcllJ8APKjr+mZN04YD9wMvoGaatum6/p8uXiMetbS3EHDpuv6CXwYvxAAngZQ4qJxsLQo4E5jiPmVB1aNJQy33OYHdwD467e4bP+mUuJvveGpW1qijvfv2tXGUq+ro1U9LQBUsMtdC6JT2w911Lt4OcLsYswaTE0ycOMREdIjvAApg1ffrdj723P/mb9iyrRpVwHYJsNIfO/K6o2naX1G1o/LdyeNXAi/rur5c07RHgPlACVCs695Twe57pgJnA78FCj1rTQkhfJNAShyynGxtOCrPIsV9KhK1uyfWfdyEWu6r7HzfyTMvS7vs/+49LXPk5DFdvrizQgVUVU+DS3JbB7XEP0HiH9sPnS6dJwLULsaiwcR4EyemmIjpJoDasHlb8cvvfPDZoiVf73af2oHKherzulAHo2naKCBe1/XVnc5FoPKdpqMSyT/Tdd1n3pa7ZEI6apPJb4BvUP/Hk1FL+Pfrur6zT78IIQYwCaTEYXEnox+DSk4Nc58eglrua1v+q0QluhoiohmnzU69/Ko/zjx4QPW42uknAdXgZE6FUUWGdjFzdzjY4cd2MeEWmJZoYlqiifAulvAANmzeVvbKex8tXvjlsq3uUxXAZ8C2gvwF/f7NU9O0qcC/UMvz1agiu/OB53Vdr9Q07QZgGiq3aitqVrkMaEQlqcegZrH6WRabEP2HBFKiR9yFPLNRQZWG2uGXgfrNtq0MQgVqyc9Q92DGabNTL7vqvtOyRk7pesnPWQM1r0L1c1KHajDyaBfzXamTxX5oF5MUCtOTzYyP07CYug2gKl5596P8hXnL1rtPNQNLgW8L8hf0/3oNHjRNy0D94rNd1/X+u01SiAFIAilxRHKytTTUcl+6+1QoKqBqK5cAaoZqFx4B1UmnXpJ6+VX3ndZtDhVA41Ko+g/UfYRKSxED3rAvIOLM9sPyJp0X+7BdzIhojelJJrK6KKTZpmDr9qqX3/lwxcIvl32HKu/hAr5D7caTHWxCCC8SSIkj5q6MPgWVkB7pPn3IAdWJp1yUcvmc+08bMeroo7r9RI4DUP0SVP8XHHt67wsQ/hd9DaS9YjjV2+1ibGaYEKeW7xLDup59AvixYEvlWx/OXz3/i6XfoTZPgGrc/VlB/oKy3huVEGKwkUBK9JqcbC0EVatmBtDWNuaQA6oTTr4w5Yo595+WNeroo3w2RW6jO6FhoZqlaviMThsFxYDh3S5m4W4H63qhXUxGlMbkeBNjY7tfvrM7HHr+8m+L3/hw/rerf1i3no4AqhjIK8hfsO2IByOEGPQkkBK9Lidbs6ICqpPxDqiG0JFDVYnKoarpfP9RE06KvfiK3x1z9LQzpoWGRYZ3+8laC6H6eah5GZwycTCg9GK7mGgrTEowMTneRIyt+9mnmrp6+4Ivlux7be7Hq/fuP7AdVa0fVAukpcCWgZBILoToHySQEn2mU0A1A+8lv84BVTWq5Uw5ndrOhIVHmS++4nfjTj39iumpQ0cN7/aTuVrULFXtu1A/H6Qgc/+X8grEXtN+2ORuF3Oo70gWDUbFaExJMJEZpdHtLCawd/+BxndzP939zrxP1jQ2Ne+mI4AqQQVQmyWAEkIcLgmkRJ9zB1THoGaoOgdUw1FLfm0BVStqWWU/nSqlAxx7/E+Sc2b/+tjxk06eEhISGkJ3XI1QvwBq34GGT0Fv7r0vRvSe0BMhc7nh1CubHRxo6vo9yWqCkdEaR8WaGBGtEWLuPnhyOBz6qu/XlX/46eJdi5Z89aOu6wfoWMIrRQVQmySAEkL0lARSwm+6CKhsqLYzqXTUodJRpRP241HcMyYuOeTyq+6bdOIpF09PSBw6hINx1qkZqvqPoGGRVE/vb8Y0g8nWfpi/38kKj3YxNhOMjFHBU1a0hrWbvKc2u/ftb/hk8dLiuQs+21ZSVrETNdvZpgTVh65AAighxJGSQEr4nTugmoYKqNqaIGtAIqrtTFyny5tQAdUBOtU+0DSNU8+4Mv0nObceO+ao4yZ22dOvM1czNC6GunlQnys5Vf1B5g8QenT74Z46F29tdxJuUTNPY2PVsl13SeNtGhqbnEtXrC6ZO/+z/d+uXb9T1/V9GIvCbkM1Fi6UAEoI0VskkBIBk5OtWYBxqDYWnXOgwlEBVQqqrx+orXllqKDKkJyePCQj9LyL7jjqmOPOnZg+fOwIk+kg6z0AugualqvAqnEpNK0EveWgt4lelvAgJD3QfujUdcqaICX84H+FAE6nkw1btlXN/3zpgXmLFu9vbGouwrg0bAd+RPXDK+/yhYQQoockkBL9Qk62NgSVmD6ZjiU+E6rfVxoQ3enyetTyTBmq4nS7tPQx4edf9ItxU4+dNTEtfXTmwRKQ27laoHklNOZ3CqykK0bf0cA2GSIvgaQ/HvzyThxOp75+09bqL79aUbZgcX5ZaXnFAVRuXSUdmxXqgdXAd1JIUwjRlySQEv1KTrZmAyahZqk650BFoQKqZFQ7mja1qKThMjwS1IdnTog8N+fWoyZPPf2oocPGZplM5u7LWnemt0LTqk6B1QrZCXgkNBvYJkHodAg/XT0siYd8u8Ph0Ndu3Fz15VcryxYsXlpeUVVdiwqeSlCbFNrsAdYAGwvyF0grFCFEn5NASvRL7mrp6aiAagIdwZMFSEIFVLF0FPnUUUt+ZajEYkNQlZg8PPSc828aPW36rKMyRkwaZbXaut/550m3Q9O30JQPzWugZQO0bqdjA5hop4VD6BQIPQZs0yB0GtgmgGY5+L2dNDe3ONcWbK7K+3pl+SeL8yuqampbUEFzMcZirvWo5bsfZPlOCOFvEkiJfs/dIHkqaumvcyJ6CB1BVTQdQRWoJONy96Oh8+uFR8RYzvrJ9VmTp2ZnZY6YlJGQmJ5qMh1CNrMnV4tqqNyyoePRugHse+CQqyENcKZoCJ3aETCFToOQowwVyw9Hq93u2lNU3PDUi6/vXLbyu5pWu92O2sFZhlq6a9vS5wK2Aj8A2wdiI2EhxOAggZQYMNyzVFnARFSSelinp22ooCoRiMEYVDWhAqoq1KyV4YduQlK67eSZlw2fdPTMzMwRkzMSk9LTDilhvSuuemjZaAyw7DvBUTwA865MYEkDa0bHw+L+GDJKPY5AaXllww8bNlU7HHZe/2D+/nUFWxpRCeKdg6fOb1LlqODpx4L8BVLLQggRcBJIiQEpJ1szAyNQy37j6EhQB7CiAqpE1AxW5+kRHbUUVO1+1NBR4RqAuPiUkFNOv3z4xKNPz8gaOSUzKXlY2mHlV3XHWaMCqraHs9h43PZw1Rz8tY6EZgNTJJii1Edzsu9gyToMNGuvfEpdd1G0f59j67bNzSt+2Ni8fPW3zYX7q3eByYnKc2oLnqowBk9lwEagACiT0gVCiP5EAikx4LnLKIxCBVRjMM5UmYF49yPW4zkwBlY17o+GwComLjnklJmXD5t09OkZ6cPHpiUkDk0Oj4iJoi+5msBZrkoy6K2dPrb6OO78ZzuYQkGLBHOU+mjq/HAHToeZr3TYw3e59MqK/ZV7dxfUbN/yXVPBhm9aN21Y0bCnbshQHZOpSY93gOZwErLZSegOjPWeQNUNK0BVHZeCX0KIfksCKTGouGeqhgNHuR8xHpeEoAKqtodnU2QdlVNVjQqs6lFLgwZDUrLCJk09PWnk6GnJQ4eNTR6Skpkcn5g2xGYLD+21L2aAcDodrvKyfRV7dxdUbd+ypn7Thq9bN29cYW9qqnN5XNpQ5cqKbiXa5tJNTZqm6Q495EAzCZvdz++nI3iq8O9XIYQQPSOBlBi03DlVqcBYIBO1C9CzAvrBAitQOVWNqACr88OwM1DTNIZnToycOOW05BGjjk5OSx+dnDQkIzk2bkjSQfsD9nMOh91RX1dVU1tTVltetq+x9MCu1v1F2xzbt6xxbN20yt7a6tUgT0cFoDWopbpqoLXOlZrWQOoYdYmrUcP1Y50+7B1gh+Q8CSEGIgmkRNBwt6YZigqqMlGBlecaVwhqFisWtRMwAmOOVWcOvIOrBjq1smkTF58SMixjXFRK2sjIpOThUfEJaZExcclR0dGJkZFRcVERkbGR4RHRUYGa0WppaWpuqKuqqa0pr6msLK4tLdndWFy0vWnf7k0tu3dtaC0r2W3WdT0S9f3xpKMCzXrUEl3bR8+ddPZWPaK8Ws8KMeH4RsP54zdLt8puOyHEgCaBlAha7tyqzoHVMLwDKw2VVxXhfoR3+tjVzr625OlW1KxVaxfHXgFXeESMZVjGuMjUoaMio2OSQq1Wm9lqtZlDQmwWi/vPFkuI2WK1mq1Wm8VstpotFqvZYg0xt/3Zbm91tDQ3tDa7H02NdS1NjXWtjY21rQ11Va11tRV6bW25VltTYaqpLjM3NdaaXS5nKBCKStrvrm9h29Jn54Cpno6yBJ05UMt1hcBOoCg3T5cimUKIQUUCKSHc3IFVGh2BVSreyeltNDqCqs6PULoOsDy5MAZVuvuc50df53T3w4QKfDo/LD7OtT0OZfeh7h5Ts/vRglqmq0cFUb6CplZUgngxKngqBspz83Rf1wohxKAhgZQQXXDnWEWgCn56PrrKeTKhZnVCOj18HVs49ICrt7lQwVHnQKnZ47i7N4ZmVKDU+VEpQZMQIhhJICXEYXIHWDF4B1eJeC8NdkXDd2Bl8vGxu3POQ3g4fBwfjAvVhqWajrIQJaigqTo3T944hBACJJASotfkZGsmVJJ6JKrJclcffe0M9Dc7HQGSr491MsMkhBAHJ4GUEH7mrnUViTHAakvy9vXoLufJjndCu+fD8/kmoFFmlYQQ4shJICWEEEII0UO90z9MCCGEECIISSAlhBBCCNFDEkgJIYQQQvSQBFJCCCGEED0kgZQQQgghRA9JICWEEEII0UMSSAkhhBBC9JAEUkIIIYQQPSSBlBBCCCFED0kgJYQQQgjRQxJICSGEEEL0kARSQgghhBA9JIGUEEIIIUQPSSAlhBBCCNFDEkgJIYQQQvSQBFJCCCGEED0kgZQQQgghRA9JICWEEEII0UMSSAkhhBBC9JAEUkIIIYQQPSSBlBBCCCFED0kgJYQQQgjRQxJICSGEEEL0kARSQgghhBA9JIGUEEIIIUQPSSAlhBBCCNFDEkgJIYQQQvSQBFJCCCGEED0kgZQQQgghRA9JICWEEEII0UMSSAkhhBBC9JAEUkIIIYQQPSSBlBBCCCFED0kgJYQQQgjRQxJICSGEEEL0kARSQgghhBA9JIGUEEIIIUQPSSAlhBBCCNFDEkgJIYQQQvSQBFJCCCGEED0kgZQQQgghRA9JICWEEEII0UMSSAkhhBBC9JAEUkIIIYQQPSSBlBBCCCFED0kgJYQQQgjRQxJICSGEEEL0kARSQgghhBA99P8Bc0yufBmKU1IAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 600x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6,9),dpi=100)\n",
    "colors = ['yellowgreen', 'gold', 'lightskyblue', 'lightcoral']\n",
    "BMI_m=pd.cut(x=male['BMI'],\n",
    "                 bins=[0,16.4,23.2,26.3,100],\n",
    "                 right=False,\n",
    "                 labels=['低体重','正常','超重','肥胖'])\n",
    "BMI_m=pd.DataFrame(BMI_m)\n",
    "BMI_m=BMI_m.groupby('BMI')['BMI'].count()\n",
    "BMI_f=pd.cut(x=female['BMI'],\n",
    "                 bins=[0,16.4,22.7,25.2,100],\n",
    "                 right=False,\n",
    "                 labels=['低体重','正常','超重','肥胖'])\n",
    "BMI_f=pd.DataFrame(BMI_f)\n",
    "BMI_f=BMI_f.groupby('BMI')['BMI'].count()\n",
    "plt.rcParams['font.sans-serif']='Kaiti'\n",
    "plt.rcParams['font.size']=10\n",
    "plt.pie(x=BMI_m,\n",
    "        labels=['低体重','正常','超重','肥胖'],\n",
    "        colors=colors,\n",
    "       shadow=True,\n",
    "       autopct='%0.2f%%',\n",
    "       radius=1,\n",
    "        pctdistance=0.85,\n",
    "       wedgeprops=dict(linewidth=3,width=0.4,edgecolor='w'))\n",
    "\n",
    "plt.pie(x=BMI_f,\n",
    "       shadow=True,\n",
    "        colors=colors,\n",
    "       autopct='%0.2f%%',\n",
    "       radius=0.7,\n",
    "        pctdistance=0.5,\n",
    "       wedgeprops=dict(linewidth=3,width=0.6,edgecolor='w'))\n",
    "\n",
    "plt.legend(loc='upper right',bbox_to_anchor=(0.7,0.4,0.55,0.55),title='男女BMI指标情况')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "BMI_f=pd.cut(x=female['BMI'],\n",
    "                 bins=[0,16.4,22.7,25.2,100],\n",
    "                 right=False,\n",
    "                 labels=['低体重','正常','超重','肥胖'])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
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   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
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}
